REFERENCES:

List of references:

readingdataOK <- TRUE
tryCatch(
    expr = {
        # Loading the full dataset
        data_full <- read_csv("Book1.csv",
                          col_types = cols(SrcBytes = col_integer(),
                                           DstBytes = col_integer(), Land = col_integer(),
                                           WrongFragment = col_integer(), Urgent = col_number(),
                                           Hot = col_number(), NumFailedLogin = col_integer()))
        
        # Loading the training dataset
        data <- read.csv (file="Book2.csv",header=T)
        
        # Loading a reference data set with for each data feature: a name, data type, stastictical type and description
        # This info was collected from: 
        # - the header record for the name, 
        # - the R command str(data) for the data type, 
        # - the kddcup.names (http://kdd.org/cupfiles/KDDCupData/1999/kddcup.names) for the statistical type
        # - and asking chatgpt for a brief functional description for each field
        features <- read.csv (file="features.csv",header=T)
        nfeatures <- nrow(features)
        
        # Loading a data set with a categorization of the response variable: attack types 
        # (https://kdd.org/cupfiles/KDDCupData/1999/training_attack_types)        
        attackcats <- read.csv (file="attack_types.csv",header=F, col.names = c("Attack", "Category"))
        
        # Addition of response variable features based on the data$Attack values
        data$AttackCat <- apply(data, 1, function(row){
            category <- attackcats$Category[attackcats$Attack == row['Attack']]
            if(row['Attack']=='normal.'){
                category <- 'normal'
            }else if (length(category) == 0) {
                category <- "unknown"
            }else if (length(category) > 1) {
                category <- category[1]
            }
            return(category)
        })
        data$IsAttack <- apply(data, 1, function(row){
            isattack <- 0
            if(row['Attack']!='normal.'){
                isattack <- 1
            }
            return(isattack)
        })
            
        knitr::kable(features)

    }, error = function(e){
        readingdataOK <- FALSE
        print(e)
    }, warning = function(w){
        print(w)
    }
)
Feature DataType StatType Description
Duration int continuous The duration of the connection in seconds. It represents the length of time the connection lasted.
ProtocolType chr symbolic The protocol type of the network connection, such as TCP, UDP, ICMP, etc. It indicates the communication protocol used in the connection.
Service chr symbolic The specific service or application associated with the network connection, such as http, ftp, smtp, etc. It represents the service or application layer protocol running on top of the network protocol.
Flag chr symbolic Represents the status of the connection, indicating whether it is normal or if specific flags are set in the network packets. It provides information about the connection status, such as whether it is established, closed, or has certain flags set.
SrcBytes int continuous The number of data bytes transferred from source to destination. They indicate the amount of data transferred between the source and destination hosts.
DstBytes int continuous The number of data bytes transferred from destination to source. They indicate the amount of data transferred between the destination and source hosts.
Land int symbolic Indicates whether the connection is from/to the same host/port (land attack). It is a binary field that indicates if the connection is a “land” attack, where the source and destination IP addresses and ports are the same.
WrongFragment int continuous The number of wrong fragments received or sent. It represents the count of improperly formed or malformed IP fragments.
Urgent int symbolic The number of urgent packets. It indicates the number of packets with the urgent bit set.
Hot int continuous Indicates whether the login belongs to a “hot” list, which is a list of hosts that are considered potentially vulnerable or suspicious.
NumFailedLogin int symbolic The number of failed login attempts. It represents the count of failed login attempts in the session.
LoggedIn int symbolic Indicates whether the login was successfully performed. It is a binary field that indicates if the login was successful or not.
NumCompromised int continuous The number of compromised conditions. It represents the count of compromised conditions in the session.
RootShell int symbolic Indicates whether the root shell was obtained. It is a binary field that indicates if the root shell was obtained in the session.
SuAttempted int symbolic Indicates whether the su command was attempted. It is a binary field that indicates if the su command was attempted in the session.
NumRoot int continuous The number of root accesses. It represents the count of root accesses in the session.
NumFile int continuous The number of file creations. It represents the count of file creations in the session.
NumShells int symbolic The number of shell prompts. It represents the count of shell prompts in the session.
NumAccessFiles int symbolic The number of access control files. It represents the count of access control files in the session.
NumOutboundCmds int continuous The number of outbound commands. It represents the count of outbound commands in the session.
IsHostLogin int symbolic Indicates whether the login is a host login, which is a login attempt where the source of the login is a host machine, as opposed to a user login where the source is a specific user. It has a value of 1 if the login is a host login and 0 otherwise.
IsGuestLogin int symbolic Indicates if the login is a guest login. It is a binary field that indicates if the login is a guest login.
Count int continuous Represents the number of connections to the same host in the past two seconds. It indicates the count of connections to the same destination host within a specific time window.
SrvCount int continuous The number of connections to the same service in the past two seconds. It represents the count of connections to the same service within a specific time window.
SerrorRate num continuous The percentage of connections that have SYN errors. It is the ratio of connections with SYN errors to the total number of connections.
SrvSerrorRate num continuous The percentage of connections to the same service that have SYN errors. It is the ratio of connections with SYN errors to the total number of connections to the same service.
RerrorRate num continuous The percentage of connections that have REJ errors. It is the ratio of connections with REJ errors to the total number of connections.
SrvRerrorRate num continuous The percentage of connections to the same service that have REJ errors. It is the ratio of connections with REJ errors to the total number of connections to the same service.
SameSrvRate num continuous The percentage of connections to the same service. It represents the ratio of connections to the same service to the total number of connections.
DiffSrvRate num continuous The percentage of connections to different services. It indicates the ratio of connections to different services to the total number of connections.
SrvDiffHostRate num continuous The percentage of connections to different hosts for the same service. It is the ratio of connections to different hosts for the same service to the total number of connections to the same service.
DstHostCount int continuous The number of connections to the same destination host. It represents the count of connections to the same destination host.
DstHostSrvCount int continuous The number of connections to the same service on the destination host. It indicates the count of connections to the same service on the destination host.
DstHostSameSrvRate num continuous The percentage of connections to the same service on the destination host. It is the ratio of connections to the same service on the destination host to the total number of connections to the destination host.
DstHostDiffSrvRate num continuous The percentage of connections to different services on the destination host. It represents the ratio of connections to different services on the destination host to the total number of connections to the destination host.
DstHostSameSrcPortRate num continuous The percentage of connections from the same source port to the destination host. It is the ratio of connections from the same source port to the destination host to the total number of connections to the destination host.
DstHostSrvDiffHostRate num continuous The percentage of connections to the same service on different hosts. It indicates the ratio of connections to the same service on different hosts to the total number of connections to the same service.
DstHostSerrorRate num continuous The percentage of connections to the destination host that have SYN errors. It represents the ratio of connections with SYN errors to the total number of connections to the destination host.
DstHostSrvSerrorRate num continuous The percentage of connections to the same service on the destination host that have SYN errors. It is the ratio of connections with SYN errors to the total number of connections to the same service on the destination host.
DstHostRerrorRate num continuous The percentage of connections to the destination host that have REJ errors. It represents the ratio of connections with REJ errors to the total number of connections to the destination host.
DstHostSrvRerrorRate num continuous The percentage of connections to the same service on the destination host that have REJ errors. It represents the ratio of connections with REJ errors to the total number of connections to the same service on the destination host.
Attack chr symbolic Response variable with a value for each type of attack and the value normal. when no attack was suffered for the case.
AttackCat chr symbolic Response variable with a value for each category of attack and the value normal. when no attack was suffered for the case.
IsAttack boolean symbolic Response variable with the value ‘1’ when the case suffered an attack and ‘0’ when not, also corresponding to when the Attack feature equals “normal.”. 
corr_matrix <- cor(select_if(data, is.numeric)) 
## Warning in cor(select_if(data, is.numeric)): the standard deviation is zero
print(corr_matrix)
##                             Duration      SrcBytes      DstBytes          Land
## Duration                1.0000000000  4.820843e-03  0.0246600553 -9.366369e-04
## SrcBytes                0.0048208431  1.000000e+00  0.0187303514 -1.448077e-04
## DstBytes                0.0246600553  1.873035e-02  1.0000000000 -9.612489e-04
## Land                   -0.0009366369 -1.448077e-04 -0.0009612489  1.000000e+00
## WrongFragment          -0.0028360873 -3.823256e-04 -0.0029101764 -3.526245e-04
## Urgent                  0.0018638878 -4.583216e-05  0.0059758186 -1.133968e-04
## Hot                     0.0074406732  3.806322e-03  0.0071163186 -7.282038e-04
## NumFailedLogin         -0.0056400866 -1.006719e-03 -0.0059676134 -8.409388e-04
## LoggedIn               -0.0675644251 -8.783828e-03  0.0714728341 -1.281214e-02
## NumCompromised          0.0911852538  1.585081e-04  0.0317575210 -9.912111e-05
## RootShell               0.0216972348 -1.632277e-04  0.0197600714 -3.057650e-04
## SuAttempted             0.0795703964  1.190025e-04  0.0240788989 -8.192790e-05
## NumRoot                 0.0904805738 -6.367241e-05  0.0312023988 -8.358027e-05
## NumFile                 0.0296634148 -6.691971e-06  0.0019972682 -1.074055e-04
## NumShells               0.0038751253 -3.373342e-05  0.0037122341 -1.399671e-04
## NumAccessFiles          0.0137270847 -5.536569e-04  0.0085557740 -5.664176e-04
## NumOutboundCmds                   NA            NA            NA            NA
## IsHostLogin            -0.0003326144 -1.602330e-04 -0.0008059175 -1.344751e-04
## IsGuestLogin            0.0158316188 -1.245673e-03 -0.0067529218 -1.058118e-03
## Count                  -0.0528721451 -7.869427e-03 -0.0525209653 -6.888870e-03
## SrvCount               -0.0228071244 -2.844733e-03 -0.0163835506 -3.319797e-03
## SerrorRate             -0.0100029667 -4.238238e-03 -0.0269076298  3.355739e-02
## SrvSerrorRate          -0.0125610967 -4.220609e-03 -0.0267967850  3.321412e-02
## RerrorRate             -0.0150308719 -2.922439e-03 -0.0459875863 -5.629292e-03
## SrvRerrorRate          -0.0135058265 -2.890222e-03 -0.0455834682 -5.589149e-03
## SameSrvRate             0.0542545432  8.520797e-03  0.0567067912  6.899939e-03
## DiffSrvRate            -0.0191337367 -3.589710e-03 -0.0245547722 -3.124207e-03
## SrvDiffHostRate        -0.0232651996 -3.833327e-03  0.0033604080  3.191116e-02
## DstHostCount            0.0434152669 -3.905840e-03 -0.0434548869 -1.213619e-02
## DstHostSrvCount        -0.0099640962 -9.820165e-03  0.0410859030 -1.486582e-02
## DstHostSameSrvRate     -0.0092080370 -4.548945e-03  0.0418421082 -2.429287e-03
## DstHostDiffSrvRate      0.0434028812  1.175988e-03 -0.0243670598 -1.576874e-03
## DstHostSameSrcPortRate -0.0173530257  1.147657e-02 -0.0063563005  2.363920e-02
## DstHostSrvDiffHostRate -0.0142543952  6.490647e-03  0.0236598616  9.301786e-02
## DstHostSerrorRate       0.0497614914 -4.434385e-03 -0.0290616499  2.008967e-02
## DstHostSrvSerrorRate    0.0584493907 -4.329128e-03 -0.0268627570  2.739938e-02
## DstHostRerrorRate      -0.0115851941 -5.498156e-03 -0.0462121766 -5.676859e-03
## DstHostSrvRerrorRate   -0.0270977616 -5.519922e-03 -0.0453704019 -5.590117e-03
## IsAttack                0.0897135601  1.257878e-02 -0.0646539652  1.378154e-02
##                        WrongFragment        Urgent           Hot NumFailedLogin
## Duration               -0.0028360873  1.863888e-03  0.0074406732  -0.0056400866
## SrcBytes               -0.0003823256 -4.583216e-05  0.0038063218  -0.0010067188
## DstBytes               -0.0029101764  5.975819e-03  0.0071163186  -0.0059676134
## Land                   -0.0003526245 -1.133968e-04 -0.0007282038  -0.0008409388
## WrongFragment           1.0000000000 -3.433596e-04 -0.0022049626  -0.0025463184
## Urgent                 -0.0003433596  1.000000e+00  0.0534327741  -0.0008188440
## Hot                    -0.0022049626  5.343277e-02  1.0000000000   0.0079297174
## NumFailedLogin         -0.0025463184 -8.188440e-04  0.0079297174   1.0000000000
## LoggedIn               -0.0387944834  8.850734e-03  0.0541421651  -0.0893976886
## NumCompromised         -0.0003001335  7.030811e-02  0.0228040786   0.0007323343
## RootShell              -0.0009258402  3.476652e-01  0.1203381326   0.0032210240
## SuAttempted            -0.0002480734 -7.977533e-05  0.0049617833  -0.0005916053
## NumRoot                -0.0002530767  9.623842e-02  0.0199953369   0.0005288674
## NumFile                -0.0003252181  2.193479e-02  0.5824777544   0.0047791042
## NumShells              -0.0004238128  7.582975e-02  0.0419282234  -0.0010107088
## NumAccessFiles         -0.0017150828  6.633456e-02  0.0271253065   0.0089544507
## NumOutboundCmds                   NA            NA            NA             NA
## IsHostLogin            -0.0004071836 -1.309419e-04  0.0323539464   0.0113651635
## IsGuestLogin           -0.0032039262 -1.030317e-03  0.4313461139   0.1442911318
## Count                  -0.0103134118 -6.707873e-03 -0.0425575149  -0.0496337187
## SrvCount                0.0104155563 -3.407278e-03 -0.0193844045  -0.0250495231
## SerrorRate             -0.0109430476 -3.519061e-03 -0.0214490370  -0.0239792942
## SrvSerrorRate          -0.0108896366 -3.501885e-03 -0.0214597889  -0.0238724811
## RerrorRate             -0.0170451991 -5.481388e-03 -0.0307625391  -0.0296130555
## SrvRerrorRate          -0.0169236484 -5.442300e-03 -0.0312273418  -0.0293525934
## SameSrvRate             0.0208926508  6.718650e-03  0.0392360146   0.0496431163
## DiffSrvRate            -0.0094599353 -3.042122e-03 -0.0011244849  -0.0216057056
## SrvDiffHostRate         0.0068932542 -4.449994e-03 -0.0153831704  -0.0323326308
## DstHostCount           -0.0168643948 -1.255194e-02  0.0001285795   0.0378157871
## DstHostSrvCount        -0.0333013394 -1.215022e-02 -0.0409310583  -0.0157409546
## DstHostSameSrvRate     -0.0125431916 -4.805203e-03 -0.0304641009  -0.0143901021
## DstHostDiffSrvRate      0.0128077492  1.144023e-02  0.0327611498  -0.0089946892
## DstHostSameSrcPortRate  0.0621266738  4.583047e-03 -0.0117883428  -0.0254588726
## DstHostSrvDiffHostRate  0.0613275187  1.060031e-02 -0.0044461930  -0.0203653466
## DstHostSerrorRate      -0.0047738762 -2.367325e-03 -0.0158562743  -0.0254439815
## DstHostSrvSerrorRate   -0.0109200857 -3.466025e-03 -0.0208540874  -0.0246906902
## DstHostRerrorRate      -0.0111560038 -4.648344e-03 -0.0203493267  -0.0375697206
## DstHostSrvRerrorRate   -0.0169265801 -4.356155e-04 -0.0319576241  -0.0316639397
## IsAttack               -0.0022320283  1.341944e-02  0.0359512068   0.0960341045
##                            LoggedIn NumCompromised     RootShell   SuAttempted
## Duration               -0.067564425   9.118525e-02  0.0216972348  7.957040e-02
## SrcBytes               -0.008783828   1.585081e-04 -0.0001632277  1.190025e-04
## DstBytes                0.071472834   3.175752e-02  0.0197600714  2.407890e-02
## Land                   -0.012812140  -9.912111e-05 -0.0003057650 -8.192790e-05
## WrongFragment          -0.038794483  -3.001335e-04 -0.0009258402 -2.480734e-04
## Urgent                  0.008850734   7.030811e-02  0.3476652314 -7.977533e-05
## Hot                     0.054142165   2.280408e-02  0.1203381326  4.961783e-03
## NumFailedLogin         -0.089397689   7.323343e-04  0.0032210240 -5.916053e-04
## LoggedIn                1.000000000   7.736499e-03  0.0238652532  6.394552e-03
## NumCompromised          0.007736499   1.000000e+00  0.2677356399  7.795500e-01
## RootShell               0.023865253   2.677356e-01  1.0000000000  1.913271e-01
## SuAttempted             0.006394552   7.795500e-01  0.1913271448  1.000000e+00
## NumRoot                 0.006523522   9.957751e-01  0.2676663149  7.820204e-01
## NumFile                 0.008383101   1.270784e-02  0.0551638162 -7.556037e-05
## NumShells               0.010924565   4.865863e-02  0.3167978839  4.171835e-02
## NumAccessFiles          0.044209449   1.779627e-01  0.1614120374  1.468760e-01
## NumOutboundCmds                  NA             NA            NA            NA
## IsHostLogin             0.010495914  -1.144574e-04  0.0730056051 -9.460403e-05
## IsGuestLogin            0.056360582  -7.988398e-04 -0.0027781633 -7.443923e-04
## Count                  -0.669279897  -5.831307e-03 -0.0177436898 -4.846360e-03
## SrvCount               -0.147719695  -2.808378e-03 -0.0079480034 -2.441433e-03
## SerrorRate             -0.392201350  -3.057202e-03 -0.0094888492 -2.542481e-03
## SrvSerrorRate          -0.389871589  -3.044619e-03 -0.0094425360 -2.530071e-03
## RerrorRate             -0.573288562  -4.572572e-03 -0.0147800988 -3.960239e-03
## SrvRerrorRate          -0.569245955  -4.580232e-03 -0.0146747007 -3.931999e-03
## SameSrvRate             0.746710154   5.857251e-03  0.0181162708  4.854147e-03
## DiffSrvRate            -0.288309290  -2.577320e-03 -0.0082028246 -2.197898e-03
## SrvDiffHostRate         0.166610721  -3.179537e-03 -0.0076092984  1.498865e-03
## DstHostCount           -0.454481695  -9.650458e-03 -0.0067385597 -6.521201e-03
## DstHostSrvCount         0.779507523  -9.411162e-03 -0.0168075102 -8.757914e-03
## DstHostSameSrvRate      0.784358464  -6.413799e-03 -0.0119946896 -8.018267e-03
## DstHostDiffSrvRate     -0.321893948   3.032462e-03  0.0120804516  1.178832e-03
## DstHostSameSrcPortRate -0.140238858  -5.247522e-04  0.0010672699 -1.945406e-03
## DstHostSrvDiffHostRate  0.070117446  -6.314282e-04  0.0119589455 -2.062607e-03
## DstHostSerrorRate      -0.392244564  -2.526897e-03 -0.0051956762 -2.567430e-03
## DstHostSrvSerrorRate   -0.393139017  -2.152520e-03 -0.0048945084 -2.537146e-03
## DstHostRerrorRate      -0.586422920  -4.482288e-03 -0.0100019860 -4.036776e-03
## DstHostSrvRerrorRate   -0.590275653  -4.008106e-03 -0.0087086521 -3.932680e-03
## IsAttack               -0.779437694  -1.158605e-03  0.0126477122 -3.710451e-03
##                              NumRoot       NumFile     NumShells NumAccessFiles
## Duration                9.048057e-02  2.966341e-02  3.875125e-03   0.0137270847
## SrcBytes               -6.367241e-05 -6.691971e-06 -3.373342e-05  -0.0005536569
## DstBytes                3.120240e-02  1.997268e-03  3.712234e-03   0.0085557740
## Land                   -8.358027e-05 -1.074055e-04 -1.399671e-04  -0.0005664176
## WrongFragment          -2.530767e-04 -3.252181e-04 -4.238128e-04  -0.0017150828
## Urgent                  9.623842e-02  2.193479e-02  7.582975e-02   0.0663345622
## Hot                     1.999534e-02  5.824778e-01  4.192822e-02   0.0271253065
## NumFailedLogin          5.288674e-04  4.779104e-03 -1.010709e-03   0.0089544507
## LoggedIn                6.523522e-03  8.383101e-03  1.092456e-02   0.0442094494
## NumCompromised          9.957751e-01  1.270784e-02  4.865863e-02   0.1779626779
## RootShell               2.676663e-01  5.516382e-02  3.167979e-01   0.1614120374
## SuAttempted             7.820204e-01 -7.556037e-05  4.171835e-02   0.1468759758
## NumRoot                 1.000000e+00  1.143429e-02  4.285510e-02   0.1782836396
## NumFile                 1.143429e-02  1.000000e+00  1.093286e-01   0.0283899922
## NumShells               4.285510e-02  1.093286e-01  1.000000e+00   0.0501243396
## NumAccessFiles          1.782836e-01  2.838999e-02  5.012434e-02   1.0000000000
## NumOutboundCmds                   NA            NA            NA             NA
## IsHostLogin             1.816184e-03  5.237221e-03  3.987689e-02   0.0169723743
## IsGuestLogin           -6.367150e-04  3.997171e-04 -1.271733e-03  -0.0028851293
## Count                  -4.944104e-03 -6.352506e-03 -8.279606e-03  -0.0322562554
## SrvCount               -2.510031e-03 -3.208512e-03 -4.205644e-03  -0.0120983500
## SerrorRate             -2.593759e-03 -3.333130e-03 -4.343618e-03  -0.0175777226
## SrvSerrorRate          -2.581099e-03 -3.316861e-03 -4.322418e-03  -0.0174919291
## RerrorRate             -4.040112e-03 -5.191777e-03 -6.765742e-03  -0.0271060714
## SrvRerrorRate          -4.011302e-03 -5.154754e-03 -6.717495e-03  -0.0271843099
## SameSrvRate             4.952048e-03  6.245235e-03  8.292909e-03   0.0332118409
## DiffSrvRate            -2.242227e-03 -2.259260e-03 -3.754927e-03  -0.0133818164
## SrvDiffHostRate        -3.212327e-03 -1.202717e-03 -5.492679e-03   0.0144547685
## DstHostCount           -1.083689e-02 -6.754760e-03  2.256934e-04   0.0061749709
## DstHostSrvCount        -1.029182e-02 -1.031570e-02 -1.339377e-02   0.0076725423
## DstHostSameSrvRate     -7.128118e-03 -9.201564e-03 -1.055534e-02   0.0118124897
## DstHostDiffSrvRate      3.304701e-03  8.372459e-03  7.669002e-04   0.0005505389
## DstHostSameSrcPortRate  4.389377e-05 -6.158003e-04 -3.686093e-04  -0.0134696447
## DstHostSrvDiffHostRate  7.273442e-04  6.763930e-03  2.326026e-02   0.0069953584
## DstHostSerrorRate      -2.380460e-03 -1.987779e-03  2.733909e-03  -0.0161012656
## DstHostSrvSerrorRate   -2.073343e-03 -1.353931e-03  7.455390e-03  -0.0158005468
## DstHostRerrorRate      -3.927375e-03 -3.905621e-03 -4.400205e-03  -0.0227334939
## DstHostSrvRerrorRate   -3.492887e-03 -3.536075e-03 -5.212252e-03  -0.0253210745
## IsAttack               -2.351913e-03 -1.463384e-03  1.656377e-02  -0.0297890855
##                        NumOutboundCmds   IsHostLogin  IsGuestLogin        Count
## Duration                            NA -3.326144e-04  0.0158316188 -0.052872145
## SrcBytes                            NA -1.602330e-04 -0.0012456734 -0.007869427
## DstBytes                            NA -8.059175e-04 -0.0067529218 -0.052520965
## Land                                NA -1.344751e-04 -0.0010581183 -0.006888870
## WrongFragment                       NA -4.071836e-04 -0.0032039262 -0.010313412
## Urgent                              NA -1.309419e-04 -0.0010303173 -0.006707873
## Hot                                 NA  3.235395e-02  0.4313461139 -0.042557515
## NumFailedLogin                      NA  1.136516e-02  0.1442911318 -0.049633719
## LoggedIn                            NA  1.049591e-02  0.0563605819 -0.669279897
## NumCompromised                      NA -1.144574e-04 -0.0007988398 -0.005831307
## RootShell                           NA  7.300561e-02 -0.0027781633 -0.017743690
## SuAttempted                         NA -9.460403e-05 -0.0007443923 -0.004846360
## NumRoot                             NA  1.816184e-03 -0.0006367150 -0.004944104
## NumFile                             NA  5.237221e-03  0.0003997171 -0.006352506
## NumShells                           NA  3.987689e-02 -0.0012717328 -0.008279606
## NumAccessFiles                      NA  1.697237e-02 -0.0028851293 -0.032256255
## NumOutboundCmds                      1            NA            NA           NA
## IsHostLogin                         NA  1.000000e+00 -0.0012218334 -0.007944856
## IsGuestLogin                        NA -1.221833e-03  1.0000000000 -0.062525974
## Count                               NA -7.944856e-03 -0.0625259742  1.000000000
## SrvCount                            NA -4.040626e-03 -0.0317737509  0.412160691
## SerrorRate                          NA -4.173186e-03 -0.0316895344  0.297937585
## SrvSerrorRate                       NA -4.152818e-03 -0.0317676165  0.301917311
## RerrorRate                          NA -6.500273e-03 -0.0504838253  0.583935390
## SrvRerrorRate                       NA -6.453919e-03 -0.0507826945  0.577661687
## SameSrvRate                         NA  6.740077e-03  0.0564125769 -0.758317069
## DiffSrvRate                         NA  2.840193e-03 -0.0017590603  0.298453697
## SrvDiffHostRate                     NA -5.277162e-03 -0.0386281910 -0.257835608
## DstHostCount                        NA -1.308376e-02  0.0091761522  0.440810975
## DstHostSrvCount                     NA -1.615714e-02 -0.0981516893 -0.599073313
## DstHostSameSrvRate                  NA -7.187538e-03 -0.0784614635 -0.655029268
## DstHostDiffSrvRate                  NA  1.936610e-02  0.0827832469  0.352224625
## DstHostSameSrcPortRate              NA  1.610562e-02 -0.0260771751  0.058961854
## DstHostSrvDiffHostRate              NA -3.724123e-03 -0.0248436018 -0.176240965
## DstHostSerrorRate                   NA -4.214138e-03 -0.0157389003  0.305154411
## DstHostSrvSerrorRate                NA -4.164430e-03 -0.0321381239  0.307670346
## DstHostRerrorRate                   NA -6.625899e-03 -0.0132659941  0.599954922
## DstHostSrvRerrorRate                NA -6.455037e-03 -0.0501511700  0.588275647
## IsAttack                            NA  1.377457e-02  0.0933819071  0.641884553
##                            SrvCount   SerrorRate SrvSerrorRate   RerrorRate
## Duration               -0.022807124 -0.010002967  -0.012561097 -0.015030872
## SrcBytes               -0.002844733 -0.004238238  -0.004220609 -0.002922439
## DstBytes               -0.016383551 -0.026907630  -0.026796785 -0.045987586
## Land                   -0.003319797  0.033557391   0.033214124 -0.005629292
## WrongFragment           0.010415556 -0.010943048  -0.010889637 -0.017045199
## Urgent                 -0.003407278 -0.003519061  -0.003501885 -0.005481388
## Hot                    -0.019384404 -0.021449037  -0.021459789 -0.030762539
## NumFailedLogin         -0.025049523 -0.023979294  -0.023872481 -0.029613056
## LoggedIn               -0.147719695 -0.392201350  -0.389871589 -0.573288562
## NumCompromised         -0.002808378 -0.003057202  -0.003044619 -0.004572572
## RootShell              -0.007948003 -0.009488849  -0.009442536 -0.014780099
## SuAttempted            -0.002441433 -0.002542481  -0.002530071 -0.003960239
## NumRoot                -0.002510031 -0.002593759  -0.002581099 -0.004040112
## NumFile                -0.003208512 -0.003333130  -0.003316861 -0.005191777
## NumShells              -0.004205644 -0.004343618  -0.004322418 -0.006765742
## NumAccessFiles         -0.012098350 -0.017577723  -0.017491929 -0.027106071
## NumOutboundCmds                  NA           NA            NA           NA
## IsHostLogin            -0.004040626 -0.004173186  -0.004152818 -0.006500273
## IsGuestLogin           -0.031773751 -0.031689534  -0.031767616 -0.050483825
## Count                   0.412160691  0.297937585   0.301917311  0.583935390
## SrvCount                1.000000000 -0.041177340  -0.041234733 -0.077633147
## SerrorRate             -0.041177340  1.000000000   0.979716126 -0.148086804
## SrvSerrorRate          -0.041234733  0.979716126   1.000000000 -0.137983881
## RerrorRate             -0.077633147 -0.148086804  -0.137983881  1.000000000
## SrvRerrorRate          -0.076786146 -0.141942872  -0.159144683  0.986481239
## SameSrvRate             0.107081820 -0.437895660  -0.437197017 -0.729901029
## DiffSrvRate            -0.068053575  0.059244944   0.073169491  0.281267282
## SrvDiffHostRate        -0.075293167 -0.118366223  -0.118449714 -0.128061106
## DstHostCount            0.110934817  0.232002927   0.232446965  0.371563967
## DstHostSrvCount         0.139019622 -0.392776210  -0.390820615 -0.634235779
## DstHostSameSrvRate      0.131357641 -0.423974906  -0.422089308 -0.686315967
## DstHostDiffSrvRate     -0.077233831  0.122240068   0.134146279  0.242415854
## DstHostSameSrcPortRate  0.396546328 -0.096266720  -0.096163717 -0.159465700
## DstHostSrvDiffHostRate -0.045697410 -0.090086446  -0.090042719 -0.145197561
## DstHostSerrorRate      -0.047276348  0.966598012   0.945768555 -0.147951008
## DstHostSrvSerrorRate   -0.047013634  0.958362558   0.974190662 -0.141770512
## DstHostRerrorRate      -0.077414600 -0.127642905  -0.117408121  0.958249168
## DstHostSrvRerrorRate   -0.078261885 -0.129596415  -0.145380354  0.971528545
## IsAttack               -0.004551305  0.423156405   0.420669241  0.659611906
##                        SrvRerrorRate  SameSrvRate  DiffSrvRate SrvDiffHostRate
## Duration                -0.013505827  0.054254543 -0.019133737    -0.023265200
## SrcBytes                -0.002890222  0.008520797 -0.003589710    -0.003833327
## DstBytes                -0.045583468  0.056706791 -0.024554772     0.003360408
## Land                    -0.005589149  0.006899939 -0.003124207     0.031911156
## WrongFragment           -0.016923648  0.020892651 -0.009459935     0.006893254
## Urgent                  -0.005442300  0.006718650 -0.003042122    -0.004449994
## Hot                     -0.031227342  0.039236015 -0.001124485    -0.015383170
## NumFailedLogin          -0.029352593  0.049643116 -0.021605706    -0.032332631
## LoggedIn                -0.569245955  0.746710154 -0.288309290     0.166610721
## NumCompromised          -0.004580232  0.005857251 -0.002577320    -0.003179537
## RootShell               -0.014674701  0.018116271 -0.008202825    -0.007609298
## SuAttempted             -0.003931999  0.004854147 -0.002197898     0.001498865
## NumRoot                 -0.004011302  0.004952048 -0.002242227    -0.003212327
## NumFile                 -0.005154754  0.006245235 -0.002259260    -0.001202717
## NumShells               -0.006717495  0.008292909 -0.003754927    -0.005492679
## NumAccessFiles          -0.027184310  0.033211841 -0.013381816     0.014454769
## NumOutboundCmds                   NA           NA           NA              NA
## IsHostLogin             -0.006453919  0.006740077  0.002840193    -0.005277162
## IsGuestLogin            -0.050782694  0.056412577 -0.001759060    -0.038628191
## Count                    0.577661687 -0.758317069  0.298453697    -0.257835608
## SrvCount                -0.076786146  0.107081820 -0.068053575    -0.075293167
## SerrorRate              -0.141942872 -0.437895660  0.059244944    -0.118366223
## SrvSerrorRate           -0.159144683 -0.437197017  0.073169491    -0.118449714
## RerrorRate               0.986481239 -0.729901029  0.281267282    -0.128061106
## SrvRerrorRate            1.000000000 -0.725626292  0.268383689    -0.129094172
## SameSrvRate             -0.725626292  1.000000000 -0.385897032     0.223741126
## DiffSrvRate              0.268383689 -0.385897032  1.000000000     0.072532394
## SrvDiffHostRate         -0.129094172  0.223741126  0.072532394     1.000000000
## DstHostCount             0.368407451 -0.472215222  0.157245411    -0.204647606
## DstHostSrvCount         -0.630038757  0.832407184 -0.334943083     0.124729998
## DstHostSameSrvRate      -0.681553248  0.896769867 -0.358090197     0.158541549
## DstHostDiffSrvRate       0.229029090 -0.326326026  0.614967965    -0.061770865
## DstHostSameSrcPortRate  -0.157728795  0.155028915  0.053733881     0.023926638
## DstHostSrvDiffHostRate  -0.143048549  0.183525311 -0.058389591     0.097708851
## DstHostSerrorRate       -0.140654051 -0.452396873  0.061882339    -0.116362435
## DstHostSrvSerrorRate    -0.160686920 -0.448384281  0.074728078    -0.119934851
## DstHostRerrorRate        0.946769130 -0.742859550  0.257463387    -0.150856916
## DstHostSrvRerrorRate     0.981824234 -0.740138148  0.276676277    -0.128815346
## IsAttack                 0.653889048 -0.798356247  0.305910718    -0.205398088
##                         DstHostCount DstHostSrvCount DstHostSameSrvRate
## Duration                0.0434152669    -0.009964096       -0.009208037
## SrcBytes               -0.0039058403    -0.009820165       -0.004548945
## DstBytes               -0.0434548869     0.041085903        0.041842108
## Land                   -0.0121361893    -0.014865822       -0.002429287
## WrongFragment          -0.0168643948    -0.033301339       -0.012543192
## Urgent                 -0.0125519408    -0.012150218       -0.004805203
## Hot                     0.0001285795    -0.040931058       -0.030464101
## NumFailedLogin          0.0378157871    -0.015740955       -0.014390102
## LoggedIn               -0.4544816948     0.779507523        0.784358464
## NumCompromised         -0.0096504577    -0.009411162       -0.006413799
## RootShell              -0.0067385597    -0.016807510       -0.011994690
## SuAttempted            -0.0065212015    -0.008757914       -0.008018267
## NumRoot                -0.0108368854    -0.010291823       -0.007128118
## NumFile                -0.0067547596    -0.010315699       -0.009201564
## NumShells               0.0002256934    -0.013393767       -0.010555339
## NumAccessFiles          0.0061749709     0.007672542        0.011812490
## NumOutboundCmds                   NA              NA                 NA
## IsHostLogin            -0.0130837645    -0.016157138       -0.007187538
## IsGuestLogin            0.0091761522    -0.098151689       -0.078461463
## Count                   0.4408109754    -0.599073313       -0.655029268
## SrvCount                0.1109348165     0.139019622        0.131357641
## SerrorRate              0.2320029272    -0.392776210       -0.423974906
## SrvSerrorRate           0.2324469651    -0.390820615       -0.422089308
## RerrorRate              0.3715639674    -0.634235779       -0.686315967
## SrvRerrorRate           0.3684074514    -0.630038757       -0.681553248
## SameSrvRate            -0.4722152221     0.832407184        0.896769867
## DiffSrvRate             0.1572454108    -0.334943083       -0.358090197
## SrvDiffHostRate        -0.2046476065     0.124729998        0.158541549
## DstHostCount            1.0000000000    -0.332119743       -0.457579671
## DstHostSrvCount        -0.3321197428     1.000000000        0.938743136
## DstHostSameSrvRate     -0.4575796712     0.938743136        1.000000000
## DstHostDiffSrvRate      0.1514027512    -0.410337738       -0.422947779
## DstHostSameSrcPortRate -0.2688852387     0.012790660        0.131244687
## DstHostSrvDiffHostRate -0.3975315051     0.042279450        0.163655912
## DstHostSerrorRate       0.2340742724    -0.406877896       -0.438675699
## DstHostSrvSerrorRate    0.2337149347    -0.400534466       -0.431706303
## DstHostRerrorRate       0.3806096165    -0.655140467       -0.708296707
## DstHostSrvRerrorRate    0.3676221831    -0.646467349       -0.698084955
## IsAttack                0.4840132473    -0.780191075       -0.804685570
##                        DstHostDiffSrvRate DstHostSameSrcPortRate
## Duration                     0.0434028812          -1.735303e-02
## SrcBytes                     0.0011759881           1.147657e-02
## DstBytes                    -0.0243670598          -6.356301e-03
## Land                        -0.0015768739           2.363920e-02
## WrongFragment                0.0128077492           6.212667e-02
## Urgent                       0.0114402349           4.583047e-03
## Hot                          0.0327611498          -1.178834e-02
## NumFailedLogin              -0.0089946892          -2.545887e-02
## LoggedIn                    -0.3218939481          -1.402389e-01
## NumCompromised               0.0030324615          -5.247522e-04
## RootShell                    0.0120804516           1.067270e-03
## SuAttempted                  0.0011788325          -1.945406e-03
## NumRoot                      0.0033047015           4.389377e-05
## NumFile                      0.0083724592          -6.158003e-04
## NumShells                    0.0007669002          -3.686093e-04
## NumAccessFiles               0.0005505389          -1.346964e-02
## NumOutboundCmds                        NA                     NA
## IsHostLogin                  0.0193661031           1.610562e-02
## IsGuestLogin                 0.0827832469          -2.607718e-02
## Count                        0.3522246254           5.896185e-02
## SrvCount                    -0.0772338313           3.965463e-01
## SerrorRate                   0.1222400684          -9.626672e-02
## SrvSerrorRate                0.1341462785          -9.616372e-02
## RerrorRate                   0.2424158537          -1.594657e-01
## SrvRerrorRate                0.2290290895          -1.577288e-01
## SameSrvRate                 -0.3263260264           1.550289e-01
## DiffSrvRate                  0.6149679650           5.373388e-02
## SrvDiffHostRate             -0.0617708649           2.392664e-02
## DstHostCount                 0.1514027512          -2.688852e-01
## DstHostSrvCount             -0.4103377375           1.279066e-02
## DstHostSameSrvRate          -0.4229477789           1.312447e-01
## DstHostDiffSrvRate           1.0000000000           1.430814e-01
## DstHostSameSrcPortRate       0.1430813632           1.000000e+00
## DstHostSrvDiffHostRate      -0.0506785721           2.921454e-01
## DstHostSerrorRate            0.1137463233          -9.602562e-02
## DstHostSrvSerrorRate         0.1337719434          -9.609400e-02
## DstHostRerrorRate            0.2882089224          -1.600720e-01
## DstHostSrvRerrorRate         0.2356994152          -1.578929e-01
## IsAttack                     0.3289549541          -8.140553e-03
##                        DstHostSrvDiffHostRate DstHostSerrorRate
## Duration                        -0.0142543952       0.049761491
## SrcBytes                         0.0064906471      -0.004434385
## DstBytes                         0.0236598616      -0.029061650
## Land                             0.0930178588       0.020089668
## WrongFragment                    0.0613275187      -0.004773876
## Urgent                           0.0106003063      -0.002367325
## Hot                             -0.0044461930      -0.015856274
## NumFailedLogin                  -0.0203653466      -0.025443981
## LoggedIn                         0.0701174460      -0.392244564
## NumCompromised                  -0.0006314282      -0.002526897
## RootShell                        0.0119589455      -0.005195676
## SuAttempted                     -0.0020626071      -0.002567430
## NumRoot                          0.0007273442      -0.002380460
## NumFile                          0.0067639295      -0.001987779
## NumShells                        0.0232602620       0.002733909
## NumAccessFiles                   0.0069953584      -0.016101266
## NumOutboundCmds                            NA                NA
## IsHostLogin                     -0.0037241234      -0.004214138
## IsGuestLogin                    -0.0248436018      -0.015738900
## Count                           -0.1762409648       0.305154411
## SrvCount                        -0.0456974098      -0.047276348
## SerrorRate                      -0.0900864460       0.966598012
## SrvSerrorRate                   -0.0900427189       0.945768555
## RerrorRate                      -0.1451975614      -0.147951008
## SrvRerrorRate                   -0.1430485491      -0.140654051
## SameSrvRate                      0.1835253112      -0.452396873
## DiffSrvRate                     -0.0583895912       0.061882339
## SrvDiffHostRate                  0.0977088505      -0.116362435
## DstHostCount                    -0.3975315051       0.234074272
## DstHostSrvCount                  0.0422794498      -0.406877896
## DstHostSameSrvRate               0.1636559115      -0.438675699
## DstHostDiffSrvRate              -0.0506785721       0.113746323
## DstHostSameSrcPortRate           0.2921454046      -0.096025621
## DstHostSrvDiffHostRate           1.0000000000      -0.088760245
## DstHostSerrorRate               -0.0887602454       1.000000000
## DstHostSrvSerrorRate            -0.0901824130       0.970293478
## DstHostRerrorRate               -0.1495644105      -0.142667770
## DstHostSrvRerrorRate            -0.1431202098      -0.136072212
## IsAttack                        -0.0882242286       0.425278906
##                        DstHostSrvSerrorRate DstHostRerrorRate
## Duration                        0.058449391      -0.011585194
## SrcBytes                       -0.004329128      -0.005498156
## DstBytes                       -0.026862757      -0.046212177
## Land                            0.027399378      -0.005676859
## WrongFragment                  -0.010920086      -0.011156004
## Urgent                         -0.003466025      -0.004648344
## Hot                            -0.020854087      -0.020349327
## NumFailedLogin                 -0.024690690      -0.037569721
## LoggedIn                       -0.393139017      -0.586422920
## NumCompromised                 -0.002152520      -0.004482288
## RootShell                      -0.004894508      -0.010001986
## SuAttempted                    -0.002537146      -0.004036776
## NumRoot                        -0.002073343      -0.003927375
## NumFile                        -0.001353931      -0.003905621
## NumShells                       0.007455390      -0.004400205
## NumAccessFiles                 -0.015800547      -0.022733494
## NumOutboundCmds                          NA                NA
## IsHostLogin                    -0.004164430      -0.006625899
## IsGuestLogin                   -0.032138124      -0.013265994
## Count                           0.307670346       0.599954922
## SrvCount                       -0.047013634      -0.077414600
## SerrorRate                      0.958362558      -0.127642905
## SrvSerrorRate                   0.974190662      -0.117408121
## RerrorRate                     -0.141770512       0.958249168
## SrvRerrorRate                  -0.160686920       0.946769130
## SameSrvRate                    -0.448384281      -0.742859550
## DiffSrvRate                     0.074728078       0.257463387
## SrvDiffHostRate                -0.119934851      -0.150856916
## DstHostCount                    0.233714935       0.380609616
## DstHostSrvCount                -0.400534466      -0.655140467
## DstHostSameSrvRate             -0.431706303      -0.708296707
## DstHostDiffSrvRate              0.133771943       0.288208922
## DstHostSameSrcPortRate         -0.096094005      -0.160071976
## DstHostSrvDiffHostRate         -0.090182413      -0.149564410
## DstHostSerrorRate               0.970293478      -0.142667770
## DstHostSrvSerrorRate            1.000000000      -0.129449904
## DstHostRerrorRate              -0.129449904       1.000000000
## DstHostSrvRerrorRate           -0.157261316       0.962552737
## IsAttack                        0.423603059       0.664093228
##                        DstHostSrvRerrorRate     IsAttack
## Duration                      -0.0270977616  0.089713560
## SrcBytes                      -0.0055199224  0.012578783
## DstBytes                      -0.0453704019 -0.064653965
## Land                          -0.0055901173  0.013781537
## WrongFragment                 -0.0169265801 -0.002232028
## Urgent                        -0.0004356155  0.013419441
## Hot                           -0.0319576241  0.035951207
## NumFailedLogin                -0.0316639397  0.096034104
## LoggedIn                      -0.5902756527 -0.779437694
## NumCompromised                -0.0040081059 -0.001158605
## RootShell                     -0.0087086521  0.012647712
## SuAttempted                   -0.0039326798 -0.003710451
## NumRoot                       -0.0034928874 -0.002351913
## NumFile                       -0.0035360748 -0.001463384
## NumShells                     -0.0052122524  0.016563774
## NumAccessFiles                -0.0253210745 -0.029789086
## NumOutboundCmds                          NA           NA
## IsHostLogin                   -0.0064550367  0.013774566
## IsGuestLogin                  -0.0501511700  0.093381907
## Count                          0.5882756469  0.641884553
## SrvCount                      -0.0782618854 -0.004551305
## SerrorRate                    -0.1295964148  0.423156405
## SrvSerrorRate                 -0.1453803542  0.420669241
## RerrorRate                     0.9715285447  0.659611906
## SrvRerrorRate                  0.9818242336  0.653889048
## SameSrvRate                   -0.7401381480 -0.798356247
## DiffSrvRate                    0.2766762770  0.305910718
## SrvDiffHostRate               -0.1288153457 -0.205398088
## DstHostCount                   0.3676221831  0.484013247
## DstHostSrvCount               -0.6464673486 -0.780191075
## DstHostSameSrvRate            -0.6980849555 -0.804685570
## DstHostDiffSrvRate             0.2356994152  0.328954954
## DstHostSameSrcPortRate        -0.1578929429 -0.008140553
## DstHostSrvDiffHostRate        -0.1431202098 -0.088224229
## DstHostSerrorRate             -0.1360722116  0.425278906
## DstHostSrvSerrorRate          -0.1572613160  0.423603059
## DstHostRerrorRate              0.9625527368  0.664093228
## DstHostSrvRerrorRate           1.0000000000  0.653655573
## IsAttack                       0.6536555733  1.000000000
plot <- corrplot(corr_matrix, method = 'number') # colorful number

print(plot)
## $corr
##                             Duration      SrcBytes      DstBytes          Land
## Duration                1.0000000000  4.820843e-03  0.0246600553 -9.366369e-04
## SrcBytes                0.0048208431  1.000000e+00  0.0187303514 -1.448077e-04
## DstBytes                0.0246600553  1.873035e-02  1.0000000000 -9.612489e-04
## Land                   -0.0009366369 -1.448077e-04 -0.0009612489  1.000000e+00
## WrongFragment          -0.0028360873 -3.823256e-04 -0.0029101764 -3.526245e-04
## Urgent                  0.0018638878 -4.583216e-05  0.0059758186 -1.133968e-04
## Hot                     0.0074406732  3.806322e-03  0.0071163186 -7.282038e-04
## NumFailedLogin         -0.0056400866 -1.006719e-03 -0.0059676134 -8.409388e-04
## LoggedIn               -0.0675644251 -8.783828e-03  0.0714728341 -1.281214e-02
## NumCompromised          0.0911852538  1.585081e-04  0.0317575210 -9.912111e-05
## RootShell               0.0216972348 -1.632277e-04  0.0197600714 -3.057650e-04
## SuAttempted             0.0795703964  1.190025e-04  0.0240788989 -8.192790e-05
## NumRoot                 0.0904805738 -6.367241e-05  0.0312023988 -8.358027e-05
## NumFile                 0.0296634148 -6.691971e-06  0.0019972682 -1.074055e-04
## NumShells               0.0038751253 -3.373342e-05  0.0037122341 -1.399671e-04
## NumAccessFiles          0.0137270847 -5.536569e-04  0.0085557740 -5.664176e-04
## NumOutboundCmds                   NA            NA            NA            NA
## IsHostLogin            -0.0003326144 -1.602330e-04 -0.0008059175 -1.344751e-04
## IsGuestLogin            0.0158316188 -1.245673e-03 -0.0067529218 -1.058118e-03
## Count                  -0.0528721451 -7.869427e-03 -0.0525209653 -6.888870e-03
## SrvCount               -0.0228071244 -2.844733e-03 -0.0163835506 -3.319797e-03
## SerrorRate             -0.0100029667 -4.238238e-03 -0.0269076298  3.355739e-02
## SrvSerrorRate          -0.0125610967 -4.220609e-03 -0.0267967850  3.321412e-02
## RerrorRate             -0.0150308719 -2.922439e-03 -0.0459875863 -5.629292e-03
## SrvRerrorRate          -0.0135058265 -2.890222e-03 -0.0455834682 -5.589149e-03
## SameSrvRate             0.0542545432  8.520797e-03  0.0567067912  6.899939e-03
## DiffSrvRate            -0.0191337367 -3.589710e-03 -0.0245547722 -3.124207e-03
## SrvDiffHostRate        -0.0232651996 -3.833327e-03  0.0033604080  3.191116e-02
## DstHostCount            0.0434152669 -3.905840e-03 -0.0434548869 -1.213619e-02
## DstHostSrvCount        -0.0099640962 -9.820165e-03  0.0410859030 -1.486582e-02
## DstHostSameSrvRate     -0.0092080370 -4.548945e-03  0.0418421082 -2.429287e-03
## DstHostDiffSrvRate      0.0434028812  1.175988e-03 -0.0243670598 -1.576874e-03
## DstHostSameSrcPortRate -0.0173530257  1.147657e-02 -0.0063563005  2.363920e-02
## DstHostSrvDiffHostRate -0.0142543952  6.490647e-03  0.0236598616  9.301786e-02
## DstHostSerrorRate       0.0497614914 -4.434385e-03 -0.0290616499  2.008967e-02
## DstHostSrvSerrorRate    0.0584493907 -4.329128e-03 -0.0268627570  2.739938e-02
## DstHostRerrorRate      -0.0115851941 -5.498156e-03 -0.0462121766 -5.676859e-03
## DstHostSrvRerrorRate   -0.0270977616 -5.519922e-03 -0.0453704019 -5.590117e-03
## IsAttack                0.0897135601  1.257878e-02 -0.0646539652  1.378154e-02
##                        WrongFragment        Urgent           Hot NumFailedLogin
## Duration               -0.0028360873  1.863888e-03  0.0074406732  -0.0056400866
## SrcBytes               -0.0003823256 -4.583216e-05  0.0038063218  -0.0010067188
## DstBytes               -0.0029101764  5.975819e-03  0.0071163186  -0.0059676134
## Land                   -0.0003526245 -1.133968e-04 -0.0007282038  -0.0008409388
## WrongFragment           1.0000000000 -3.433596e-04 -0.0022049626  -0.0025463184
## Urgent                 -0.0003433596  1.000000e+00  0.0534327741  -0.0008188440
## Hot                    -0.0022049626  5.343277e-02  1.0000000000   0.0079297174
## NumFailedLogin         -0.0025463184 -8.188440e-04  0.0079297174   1.0000000000
## LoggedIn               -0.0387944834  8.850734e-03  0.0541421651  -0.0893976886
## NumCompromised         -0.0003001335  7.030811e-02  0.0228040786   0.0007323343
## RootShell              -0.0009258402  3.476652e-01  0.1203381326   0.0032210240
## SuAttempted            -0.0002480734 -7.977533e-05  0.0049617833  -0.0005916053
## NumRoot                -0.0002530767  9.623842e-02  0.0199953369   0.0005288674
## NumFile                -0.0003252181  2.193479e-02  0.5824777544   0.0047791042
## NumShells              -0.0004238128  7.582975e-02  0.0419282234  -0.0010107088
## NumAccessFiles         -0.0017150828  6.633456e-02  0.0271253065   0.0089544507
## NumOutboundCmds                   NA            NA            NA             NA
## IsHostLogin            -0.0004071836 -1.309419e-04  0.0323539464   0.0113651635
## IsGuestLogin           -0.0032039262 -1.030317e-03  0.4313461139   0.1442911318
## Count                  -0.0103134118 -6.707873e-03 -0.0425575149  -0.0496337187
## SrvCount                0.0104155563 -3.407278e-03 -0.0193844045  -0.0250495231
## SerrorRate             -0.0109430476 -3.519061e-03 -0.0214490370  -0.0239792942
## SrvSerrorRate          -0.0108896366 -3.501885e-03 -0.0214597889  -0.0238724811
## RerrorRate             -0.0170451991 -5.481388e-03 -0.0307625391  -0.0296130555
## SrvRerrorRate          -0.0169236484 -5.442300e-03 -0.0312273418  -0.0293525934
## SameSrvRate             0.0208926508  6.718650e-03  0.0392360146   0.0496431163
## DiffSrvRate            -0.0094599353 -3.042122e-03 -0.0011244849  -0.0216057056
## SrvDiffHostRate         0.0068932542 -4.449994e-03 -0.0153831704  -0.0323326308
## DstHostCount           -0.0168643948 -1.255194e-02  0.0001285795   0.0378157871
## DstHostSrvCount        -0.0333013394 -1.215022e-02 -0.0409310583  -0.0157409546
## DstHostSameSrvRate     -0.0125431916 -4.805203e-03 -0.0304641009  -0.0143901021
## DstHostDiffSrvRate      0.0128077492  1.144023e-02  0.0327611498  -0.0089946892
## DstHostSameSrcPortRate  0.0621266738  4.583047e-03 -0.0117883428  -0.0254588726
## DstHostSrvDiffHostRate  0.0613275187  1.060031e-02 -0.0044461930  -0.0203653466
## DstHostSerrorRate      -0.0047738762 -2.367325e-03 -0.0158562743  -0.0254439815
## DstHostSrvSerrorRate   -0.0109200857 -3.466025e-03 -0.0208540874  -0.0246906902
## DstHostRerrorRate      -0.0111560038 -4.648344e-03 -0.0203493267  -0.0375697206
## DstHostSrvRerrorRate   -0.0169265801 -4.356155e-04 -0.0319576241  -0.0316639397
## IsAttack               -0.0022320283  1.341944e-02  0.0359512068   0.0960341045
##                            LoggedIn NumCompromised     RootShell   SuAttempted
## Duration               -0.067564425   9.118525e-02  0.0216972348  7.957040e-02
## SrcBytes               -0.008783828   1.585081e-04 -0.0001632277  1.190025e-04
## DstBytes                0.071472834   3.175752e-02  0.0197600714  2.407890e-02
## Land                   -0.012812140  -9.912111e-05 -0.0003057650 -8.192790e-05
## WrongFragment          -0.038794483  -3.001335e-04 -0.0009258402 -2.480734e-04
## Urgent                  0.008850734   7.030811e-02  0.3476652314 -7.977533e-05
## Hot                     0.054142165   2.280408e-02  0.1203381326  4.961783e-03
## NumFailedLogin         -0.089397689   7.323343e-04  0.0032210240 -5.916053e-04
## LoggedIn                1.000000000   7.736499e-03  0.0238652532  6.394552e-03
## NumCompromised          0.007736499   1.000000e+00  0.2677356399  7.795500e-01
## RootShell               0.023865253   2.677356e-01  1.0000000000  1.913271e-01
## SuAttempted             0.006394552   7.795500e-01  0.1913271448  1.000000e+00
## NumRoot                 0.006523522   9.957751e-01  0.2676663149  7.820204e-01
## NumFile                 0.008383101   1.270784e-02  0.0551638162 -7.556037e-05
## NumShells               0.010924565   4.865863e-02  0.3167978839  4.171835e-02
## NumAccessFiles          0.044209449   1.779627e-01  0.1614120374  1.468760e-01
## NumOutboundCmds                  NA             NA            NA            NA
## IsHostLogin             0.010495914  -1.144574e-04  0.0730056051 -9.460403e-05
## IsGuestLogin            0.056360582  -7.988398e-04 -0.0027781633 -7.443923e-04
## Count                  -0.669279897  -5.831307e-03 -0.0177436898 -4.846360e-03
## SrvCount               -0.147719695  -2.808378e-03 -0.0079480034 -2.441433e-03
## SerrorRate             -0.392201350  -3.057202e-03 -0.0094888492 -2.542481e-03
## SrvSerrorRate          -0.389871589  -3.044619e-03 -0.0094425360 -2.530071e-03
## RerrorRate             -0.573288562  -4.572572e-03 -0.0147800988 -3.960239e-03
## SrvRerrorRate          -0.569245955  -4.580232e-03 -0.0146747007 -3.931999e-03
## SameSrvRate             0.746710154   5.857251e-03  0.0181162708  4.854147e-03
## DiffSrvRate            -0.288309290  -2.577320e-03 -0.0082028246 -2.197898e-03
## SrvDiffHostRate         0.166610721  -3.179537e-03 -0.0076092984  1.498865e-03
## DstHostCount           -0.454481695  -9.650458e-03 -0.0067385597 -6.521201e-03
## DstHostSrvCount         0.779507523  -9.411162e-03 -0.0168075102 -8.757914e-03
## DstHostSameSrvRate      0.784358464  -6.413799e-03 -0.0119946896 -8.018267e-03
## DstHostDiffSrvRate     -0.321893948   3.032462e-03  0.0120804516  1.178832e-03
## DstHostSameSrcPortRate -0.140238858  -5.247522e-04  0.0010672699 -1.945406e-03
## DstHostSrvDiffHostRate  0.070117446  -6.314282e-04  0.0119589455 -2.062607e-03
## DstHostSerrorRate      -0.392244564  -2.526897e-03 -0.0051956762 -2.567430e-03
## DstHostSrvSerrorRate   -0.393139017  -2.152520e-03 -0.0048945084 -2.537146e-03
## DstHostRerrorRate      -0.586422920  -4.482288e-03 -0.0100019860 -4.036776e-03
## DstHostSrvRerrorRate   -0.590275653  -4.008106e-03 -0.0087086521 -3.932680e-03
## IsAttack               -0.779437694  -1.158605e-03  0.0126477122 -3.710451e-03
##                              NumRoot       NumFile     NumShells NumAccessFiles
## Duration                9.048057e-02  2.966341e-02  3.875125e-03   0.0137270847
## SrcBytes               -6.367241e-05 -6.691971e-06 -3.373342e-05  -0.0005536569
## DstBytes                3.120240e-02  1.997268e-03  3.712234e-03   0.0085557740
## Land                   -8.358027e-05 -1.074055e-04 -1.399671e-04  -0.0005664176
## WrongFragment          -2.530767e-04 -3.252181e-04 -4.238128e-04  -0.0017150828
## Urgent                  9.623842e-02  2.193479e-02  7.582975e-02   0.0663345622
## Hot                     1.999534e-02  5.824778e-01  4.192822e-02   0.0271253065
## NumFailedLogin          5.288674e-04  4.779104e-03 -1.010709e-03   0.0089544507
## LoggedIn                6.523522e-03  8.383101e-03  1.092456e-02   0.0442094494
## NumCompromised          9.957751e-01  1.270784e-02  4.865863e-02   0.1779626779
## RootShell               2.676663e-01  5.516382e-02  3.167979e-01   0.1614120374
## SuAttempted             7.820204e-01 -7.556037e-05  4.171835e-02   0.1468759758
## NumRoot                 1.000000e+00  1.143429e-02  4.285510e-02   0.1782836396
## NumFile                 1.143429e-02  1.000000e+00  1.093286e-01   0.0283899922
## NumShells               4.285510e-02  1.093286e-01  1.000000e+00   0.0501243396
## NumAccessFiles          1.782836e-01  2.838999e-02  5.012434e-02   1.0000000000
## NumOutboundCmds                   NA            NA            NA             NA
## IsHostLogin             1.816184e-03  5.237221e-03  3.987689e-02   0.0169723743
## IsGuestLogin           -6.367150e-04  3.997171e-04 -1.271733e-03  -0.0028851293
## Count                  -4.944104e-03 -6.352506e-03 -8.279606e-03  -0.0322562554
## SrvCount               -2.510031e-03 -3.208512e-03 -4.205644e-03  -0.0120983500
## SerrorRate             -2.593759e-03 -3.333130e-03 -4.343618e-03  -0.0175777226
## SrvSerrorRate          -2.581099e-03 -3.316861e-03 -4.322418e-03  -0.0174919291
## RerrorRate             -4.040112e-03 -5.191777e-03 -6.765742e-03  -0.0271060714
## SrvRerrorRate          -4.011302e-03 -5.154754e-03 -6.717495e-03  -0.0271843099
## SameSrvRate             4.952048e-03  6.245235e-03  8.292909e-03   0.0332118409
## DiffSrvRate            -2.242227e-03 -2.259260e-03 -3.754927e-03  -0.0133818164
## SrvDiffHostRate        -3.212327e-03 -1.202717e-03 -5.492679e-03   0.0144547685
## DstHostCount           -1.083689e-02 -6.754760e-03  2.256934e-04   0.0061749709
## DstHostSrvCount        -1.029182e-02 -1.031570e-02 -1.339377e-02   0.0076725423
## DstHostSameSrvRate     -7.128118e-03 -9.201564e-03 -1.055534e-02   0.0118124897
## DstHostDiffSrvRate      3.304701e-03  8.372459e-03  7.669002e-04   0.0005505389
## DstHostSameSrcPortRate  4.389377e-05 -6.158003e-04 -3.686093e-04  -0.0134696447
## DstHostSrvDiffHostRate  7.273442e-04  6.763930e-03  2.326026e-02   0.0069953584
## DstHostSerrorRate      -2.380460e-03 -1.987779e-03  2.733909e-03  -0.0161012656
## DstHostSrvSerrorRate   -2.073343e-03 -1.353931e-03  7.455390e-03  -0.0158005468
## DstHostRerrorRate      -3.927375e-03 -3.905621e-03 -4.400205e-03  -0.0227334939
## DstHostSrvRerrorRate   -3.492887e-03 -3.536075e-03 -5.212252e-03  -0.0253210745
## IsAttack               -2.351913e-03 -1.463384e-03  1.656377e-02  -0.0297890855
##                        NumOutboundCmds   IsHostLogin  IsGuestLogin        Count
## Duration                            NA -3.326144e-04  0.0158316188 -0.052872145
## SrcBytes                            NA -1.602330e-04 -0.0012456734 -0.007869427
## DstBytes                            NA -8.059175e-04 -0.0067529218 -0.052520965
## Land                                NA -1.344751e-04 -0.0010581183 -0.006888870
## WrongFragment                       NA -4.071836e-04 -0.0032039262 -0.010313412
## Urgent                              NA -1.309419e-04 -0.0010303173 -0.006707873
## Hot                                 NA  3.235395e-02  0.4313461139 -0.042557515
## NumFailedLogin                      NA  1.136516e-02  0.1442911318 -0.049633719
## LoggedIn                            NA  1.049591e-02  0.0563605819 -0.669279897
## NumCompromised                      NA -1.144574e-04 -0.0007988398 -0.005831307
## RootShell                           NA  7.300561e-02 -0.0027781633 -0.017743690
## SuAttempted                         NA -9.460403e-05 -0.0007443923 -0.004846360
## NumRoot                             NA  1.816184e-03 -0.0006367150 -0.004944104
## NumFile                             NA  5.237221e-03  0.0003997171 -0.006352506
## NumShells                           NA  3.987689e-02 -0.0012717328 -0.008279606
## NumAccessFiles                      NA  1.697237e-02 -0.0028851293 -0.032256255
## NumOutboundCmds                      1            NA            NA           NA
## IsHostLogin                         NA  1.000000e+00 -0.0012218334 -0.007944856
## IsGuestLogin                        NA -1.221833e-03  1.0000000000 -0.062525974
## Count                               NA -7.944856e-03 -0.0625259742  1.000000000
## SrvCount                            NA -4.040626e-03 -0.0317737509  0.412160691
## SerrorRate                          NA -4.173186e-03 -0.0316895344  0.297937585
## SrvSerrorRate                       NA -4.152818e-03 -0.0317676165  0.301917311
## RerrorRate                          NA -6.500273e-03 -0.0504838253  0.583935390
## SrvRerrorRate                       NA -6.453919e-03 -0.0507826945  0.577661687
## SameSrvRate                         NA  6.740077e-03  0.0564125769 -0.758317069
## DiffSrvRate                         NA  2.840193e-03 -0.0017590603  0.298453697
## SrvDiffHostRate                     NA -5.277162e-03 -0.0386281910 -0.257835608
## DstHostCount                        NA -1.308376e-02  0.0091761522  0.440810975
## DstHostSrvCount                     NA -1.615714e-02 -0.0981516893 -0.599073313
## DstHostSameSrvRate                  NA -7.187538e-03 -0.0784614635 -0.655029268
## DstHostDiffSrvRate                  NA  1.936610e-02  0.0827832469  0.352224625
## DstHostSameSrcPortRate              NA  1.610562e-02 -0.0260771751  0.058961854
## DstHostSrvDiffHostRate              NA -3.724123e-03 -0.0248436018 -0.176240965
## DstHostSerrorRate                   NA -4.214138e-03 -0.0157389003  0.305154411
## DstHostSrvSerrorRate                NA -4.164430e-03 -0.0321381239  0.307670346
## DstHostRerrorRate                   NA -6.625899e-03 -0.0132659941  0.599954922
## DstHostSrvRerrorRate                NA -6.455037e-03 -0.0501511700  0.588275647
## IsAttack                            NA  1.377457e-02  0.0933819071  0.641884553
##                            SrvCount   SerrorRate SrvSerrorRate   RerrorRate
## Duration               -0.022807124 -0.010002967  -0.012561097 -0.015030872
## SrcBytes               -0.002844733 -0.004238238  -0.004220609 -0.002922439
## DstBytes               -0.016383551 -0.026907630  -0.026796785 -0.045987586
## Land                   -0.003319797  0.033557391   0.033214124 -0.005629292
## WrongFragment           0.010415556 -0.010943048  -0.010889637 -0.017045199
## Urgent                 -0.003407278 -0.003519061  -0.003501885 -0.005481388
## Hot                    -0.019384404 -0.021449037  -0.021459789 -0.030762539
## NumFailedLogin         -0.025049523 -0.023979294  -0.023872481 -0.029613056
## LoggedIn               -0.147719695 -0.392201350  -0.389871589 -0.573288562
## NumCompromised         -0.002808378 -0.003057202  -0.003044619 -0.004572572
## RootShell              -0.007948003 -0.009488849  -0.009442536 -0.014780099
## SuAttempted            -0.002441433 -0.002542481  -0.002530071 -0.003960239
## NumRoot                -0.002510031 -0.002593759  -0.002581099 -0.004040112
## NumFile                -0.003208512 -0.003333130  -0.003316861 -0.005191777
## NumShells              -0.004205644 -0.004343618  -0.004322418 -0.006765742
## NumAccessFiles         -0.012098350 -0.017577723  -0.017491929 -0.027106071
## NumOutboundCmds                  NA           NA            NA           NA
## IsHostLogin            -0.004040626 -0.004173186  -0.004152818 -0.006500273
## IsGuestLogin           -0.031773751 -0.031689534  -0.031767616 -0.050483825
## Count                   0.412160691  0.297937585   0.301917311  0.583935390
## SrvCount                1.000000000 -0.041177340  -0.041234733 -0.077633147
## SerrorRate             -0.041177340  1.000000000   0.979716126 -0.148086804
## SrvSerrorRate          -0.041234733  0.979716126   1.000000000 -0.137983881
## RerrorRate             -0.077633147 -0.148086804  -0.137983881  1.000000000
## SrvRerrorRate          -0.076786146 -0.141942872  -0.159144683  0.986481239
## SameSrvRate             0.107081820 -0.437895660  -0.437197017 -0.729901029
## DiffSrvRate            -0.068053575  0.059244944   0.073169491  0.281267282
## SrvDiffHostRate        -0.075293167 -0.118366223  -0.118449714 -0.128061106
## DstHostCount            0.110934817  0.232002927   0.232446965  0.371563967
## DstHostSrvCount         0.139019622 -0.392776210  -0.390820615 -0.634235779
## DstHostSameSrvRate      0.131357641 -0.423974906  -0.422089308 -0.686315967
## DstHostDiffSrvRate     -0.077233831  0.122240068   0.134146279  0.242415854
## DstHostSameSrcPortRate  0.396546328 -0.096266720  -0.096163717 -0.159465700
## DstHostSrvDiffHostRate -0.045697410 -0.090086446  -0.090042719 -0.145197561
## DstHostSerrorRate      -0.047276348  0.966598012   0.945768555 -0.147951008
## DstHostSrvSerrorRate   -0.047013634  0.958362558   0.974190662 -0.141770512
## DstHostRerrorRate      -0.077414600 -0.127642905  -0.117408121  0.958249168
## DstHostSrvRerrorRate   -0.078261885 -0.129596415  -0.145380354  0.971528545
## IsAttack               -0.004551305  0.423156405   0.420669241  0.659611906
##                        SrvRerrorRate  SameSrvRate  DiffSrvRate SrvDiffHostRate
## Duration                -0.013505827  0.054254543 -0.019133737    -0.023265200
## SrcBytes                -0.002890222  0.008520797 -0.003589710    -0.003833327
## DstBytes                -0.045583468  0.056706791 -0.024554772     0.003360408
## Land                    -0.005589149  0.006899939 -0.003124207     0.031911156
## WrongFragment           -0.016923648  0.020892651 -0.009459935     0.006893254
## Urgent                  -0.005442300  0.006718650 -0.003042122    -0.004449994
## Hot                     -0.031227342  0.039236015 -0.001124485    -0.015383170
## NumFailedLogin          -0.029352593  0.049643116 -0.021605706    -0.032332631
## LoggedIn                -0.569245955  0.746710154 -0.288309290     0.166610721
## NumCompromised          -0.004580232  0.005857251 -0.002577320    -0.003179537
## RootShell               -0.014674701  0.018116271 -0.008202825    -0.007609298
## SuAttempted             -0.003931999  0.004854147 -0.002197898     0.001498865
## NumRoot                 -0.004011302  0.004952048 -0.002242227    -0.003212327
## NumFile                 -0.005154754  0.006245235 -0.002259260    -0.001202717
## NumShells               -0.006717495  0.008292909 -0.003754927    -0.005492679
## NumAccessFiles          -0.027184310  0.033211841 -0.013381816     0.014454769
## NumOutboundCmds                   NA           NA           NA              NA
## IsHostLogin             -0.006453919  0.006740077  0.002840193    -0.005277162
## IsGuestLogin            -0.050782694  0.056412577 -0.001759060    -0.038628191
## Count                    0.577661687 -0.758317069  0.298453697    -0.257835608
## SrvCount                -0.076786146  0.107081820 -0.068053575    -0.075293167
## SerrorRate              -0.141942872 -0.437895660  0.059244944    -0.118366223
## SrvSerrorRate           -0.159144683 -0.437197017  0.073169491    -0.118449714
## RerrorRate               0.986481239 -0.729901029  0.281267282    -0.128061106
## SrvRerrorRate            1.000000000 -0.725626292  0.268383689    -0.129094172
## SameSrvRate             -0.725626292  1.000000000 -0.385897032     0.223741126
## DiffSrvRate              0.268383689 -0.385897032  1.000000000     0.072532394
## SrvDiffHostRate         -0.129094172  0.223741126  0.072532394     1.000000000
## DstHostCount             0.368407451 -0.472215222  0.157245411    -0.204647606
## DstHostSrvCount         -0.630038757  0.832407184 -0.334943083     0.124729998
## DstHostSameSrvRate      -0.681553248  0.896769867 -0.358090197     0.158541549
## DstHostDiffSrvRate       0.229029090 -0.326326026  0.614967965    -0.061770865
## DstHostSameSrcPortRate  -0.157728795  0.155028915  0.053733881     0.023926638
## DstHostSrvDiffHostRate  -0.143048549  0.183525311 -0.058389591     0.097708851
## DstHostSerrorRate       -0.140654051 -0.452396873  0.061882339    -0.116362435
## DstHostSrvSerrorRate    -0.160686920 -0.448384281  0.074728078    -0.119934851
## DstHostRerrorRate        0.946769130 -0.742859550  0.257463387    -0.150856916
## DstHostSrvRerrorRate     0.981824234 -0.740138148  0.276676277    -0.128815346
## IsAttack                 0.653889048 -0.798356247  0.305910718    -0.205398088
##                         DstHostCount DstHostSrvCount DstHostSameSrvRate
## Duration                0.0434152669    -0.009964096       -0.009208037
## SrcBytes               -0.0039058403    -0.009820165       -0.004548945
## DstBytes               -0.0434548869     0.041085903        0.041842108
## Land                   -0.0121361893    -0.014865822       -0.002429287
## WrongFragment          -0.0168643948    -0.033301339       -0.012543192
## Urgent                 -0.0125519408    -0.012150218       -0.004805203
## Hot                     0.0001285795    -0.040931058       -0.030464101
## NumFailedLogin          0.0378157871    -0.015740955       -0.014390102
## LoggedIn               -0.4544816948     0.779507523        0.784358464
## NumCompromised         -0.0096504577    -0.009411162       -0.006413799
## RootShell              -0.0067385597    -0.016807510       -0.011994690
## SuAttempted            -0.0065212015    -0.008757914       -0.008018267
## NumRoot                -0.0108368854    -0.010291823       -0.007128118
## NumFile                -0.0067547596    -0.010315699       -0.009201564
## NumShells               0.0002256934    -0.013393767       -0.010555339
## NumAccessFiles          0.0061749709     0.007672542        0.011812490
## NumOutboundCmds                   NA              NA                 NA
## IsHostLogin            -0.0130837645    -0.016157138       -0.007187538
## IsGuestLogin            0.0091761522    -0.098151689       -0.078461463
## Count                   0.4408109754    -0.599073313       -0.655029268
## SrvCount                0.1109348165     0.139019622        0.131357641
## SerrorRate              0.2320029272    -0.392776210       -0.423974906
## SrvSerrorRate           0.2324469651    -0.390820615       -0.422089308
## RerrorRate              0.3715639674    -0.634235779       -0.686315967
## SrvRerrorRate           0.3684074514    -0.630038757       -0.681553248
## SameSrvRate            -0.4722152221     0.832407184        0.896769867
## DiffSrvRate             0.1572454108    -0.334943083       -0.358090197
## SrvDiffHostRate        -0.2046476065     0.124729998        0.158541549
## DstHostCount            1.0000000000    -0.332119743       -0.457579671
## DstHostSrvCount        -0.3321197428     1.000000000        0.938743136
## DstHostSameSrvRate     -0.4575796712     0.938743136        1.000000000
## DstHostDiffSrvRate      0.1514027512    -0.410337738       -0.422947779
## DstHostSameSrcPortRate -0.2688852387     0.012790660        0.131244687
## DstHostSrvDiffHostRate -0.3975315051     0.042279450        0.163655912
## DstHostSerrorRate       0.2340742724    -0.406877896       -0.438675699
## DstHostSrvSerrorRate    0.2337149347    -0.400534466       -0.431706303
## DstHostRerrorRate       0.3806096165    -0.655140467       -0.708296707
## DstHostSrvRerrorRate    0.3676221831    -0.646467349       -0.698084955
## IsAttack                0.4840132473    -0.780191075       -0.804685570
##                        DstHostDiffSrvRate DstHostSameSrcPortRate
## Duration                     0.0434028812          -1.735303e-02
## SrcBytes                     0.0011759881           1.147657e-02
## DstBytes                    -0.0243670598          -6.356301e-03
## Land                        -0.0015768739           2.363920e-02
## WrongFragment                0.0128077492           6.212667e-02
## Urgent                       0.0114402349           4.583047e-03
## Hot                          0.0327611498          -1.178834e-02
## NumFailedLogin              -0.0089946892          -2.545887e-02
## LoggedIn                    -0.3218939481          -1.402389e-01
## NumCompromised               0.0030324615          -5.247522e-04
## RootShell                    0.0120804516           1.067270e-03
## SuAttempted                  0.0011788325          -1.945406e-03
## NumRoot                      0.0033047015           4.389377e-05
## NumFile                      0.0083724592          -6.158003e-04
## NumShells                    0.0007669002          -3.686093e-04
## NumAccessFiles               0.0005505389          -1.346964e-02
## NumOutboundCmds                        NA                     NA
## IsHostLogin                  0.0193661031           1.610562e-02
## IsGuestLogin                 0.0827832469          -2.607718e-02
## Count                        0.3522246254           5.896185e-02
## SrvCount                    -0.0772338313           3.965463e-01
## SerrorRate                   0.1222400684          -9.626672e-02
## SrvSerrorRate                0.1341462785          -9.616372e-02
## RerrorRate                   0.2424158537          -1.594657e-01
## SrvRerrorRate                0.2290290895          -1.577288e-01
## SameSrvRate                 -0.3263260264           1.550289e-01
## DiffSrvRate                  0.6149679650           5.373388e-02
## SrvDiffHostRate             -0.0617708649           2.392664e-02
## DstHostCount                 0.1514027512          -2.688852e-01
## DstHostSrvCount             -0.4103377375           1.279066e-02
## DstHostSameSrvRate          -0.4229477789           1.312447e-01
## DstHostDiffSrvRate           1.0000000000           1.430814e-01
## DstHostSameSrcPortRate       0.1430813632           1.000000e+00
## DstHostSrvDiffHostRate      -0.0506785721           2.921454e-01
## DstHostSerrorRate            0.1137463233          -9.602562e-02
## DstHostSrvSerrorRate         0.1337719434          -9.609400e-02
## DstHostRerrorRate            0.2882089224          -1.600720e-01
## DstHostSrvRerrorRate         0.2356994152          -1.578929e-01
## IsAttack                     0.3289549541          -8.140553e-03
##                        DstHostSrvDiffHostRate DstHostSerrorRate
## Duration                        -0.0142543952       0.049761491
## SrcBytes                         0.0064906471      -0.004434385
## DstBytes                         0.0236598616      -0.029061650
## Land                             0.0930178588       0.020089668
## WrongFragment                    0.0613275187      -0.004773876
## Urgent                           0.0106003063      -0.002367325
## Hot                             -0.0044461930      -0.015856274
## NumFailedLogin                  -0.0203653466      -0.025443981
## LoggedIn                         0.0701174460      -0.392244564
## NumCompromised                  -0.0006314282      -0.002526897
## RootShell                        0.0119589455      -0.005195676
## SuAttempted                     -0.0020626071      -0.002567430
## NumRoot                          0.0007273442      -0.002380460
## NumFile                          0.0067639295      -0.001987779
## NumShells                        0.0232602620       0.002733909
## NumAccessFiles                   0.0069953584      -0.016101266
## NumOutboundCmds                            NA                NA
## IsHostLogin                     -0.0037241234      -0.004214138
## IsGuestLogin                    -0.0248436018      -0.015738900
## Count                           -0.1762409648       0.305154411
## SrvCount                        -0.0456974098      -0.047276348
## SerrorRate                      -0.0900864460       0.966598012
## SrvSerrorRate                   -0.0900427189       0.945768555
## RerrorRate                      -0.1451975614      -0.147951008
## SrvRerrorRate                   -0.1430485491      -0.140654051
## SameSrvRate                      0.1835253112      -0.452396873
## DiffSrvRate                     -0.0583895912       0.061882339
## SrvDiffHostRate                  0.0977088505      -0.116362435
## DstHostCount                    -0.3975315051       0.234074272
## DstHostSrvCount                  0.0422794498      -0.406877896
## DstHostSameSrvRate               0.1636559115      -0.438675699
## DstHostDiffSrvRate              -0.0506785721       0.113746323
## DstHostSameSrcPortRate           0.2921454046      -0.096025621
## DstHostSrvDiffHostRate           1.0000000000      -0.088760245
## DstHostSerrorRate               -0.0887602454       1.000000000
## DstHostSrvSerrorRate            -0.0901824130       0.970293478
## DstHostRerrorRate               -0.1495644105      -0.142667770
## DstHostSrvRerrorRate            -0.1431202098      -0.136072212
## IsAttack                        -0.0882242286       0.425278906
##                        DstHostSrvSerrorRate DstHostRerrorRate
## Duration                        0.058449391      -0.011585194
## SrcBytes                       -0.004329128      -0.005498156
## DstBytes                       -0.026862757      -0.046212177
## Land                            0.027399378      -0.005676859
## WrongFragment                  -0.010920086      -0.011156004
## Urgent                         -0.003466025      -0.004648344
## Hot                            -0.020854087      -0.020349327
## NumFailedLogin                 -0.024690690      -0.037569721
## LoggedIn                       -0.393139017      -0.586422920
## NumCompromised                 -0.002152520      -0.004482288
## RootShell                      -0.004894508      -0.010001986
## SuAttempted                    -0.002537146      -0.004036776
## NumRoot                        -0.002073343      -0.003927375
## NumFile                        -0.001353931      -0.003905621
## NumShells                       0.007455390      -0.004400205
## NumAccessFiles                 -0.015800547      -0.022733494
## NumOutboundCmds                          NA                NA
## IsHostLogin                    -0.004164430      -0.006625899
## IsGuestLogin                   -0.032138124      -0.013265994
## Count                           0.307670346       0.599954922
## SrvCount                       -0.047013634      -0.077414600
## SerrorRate                      0.958362558      -0.127642905
## SrvSerrorRate                   0.974190662      -0.117408121
## RerrorRate                     -0.141770512       0.958249168
## SrvRerrorRate                  -0.160686920       0.946769130
## SameSrvRate                    -0.448384281      -0.742859550
## DiffSrvRate                     0.074728078       0.257463387
## SrvDiffHostRate                -0.119934851      -0.150856916
## DstHostCount                    0.233714935       0.380609616
## DstHostSrvCount                -0.400534466      -0.655140467
## DstHostSameSrvRate             -0.431706303      -0.708296707
## DstHostDiffSrvRate              0.133771943       0.288208922
## DstHostSameSrcPortRate         -0.096094005      -0.160071976
## DstHostSrvDiffHostRate         -0.090182413      -0.149564410
## DstHostSerrorRate               0.970293478      -0.142667770
## DstHostSrvSerrorRate            1.000000000      -0.129449904
## DstHostRerrorRate              -0.129449904       1.000000000
## DstHostSrvRerrorRate           -0.157261316       0.962552737
## IsAttack                        0.423603059       0.664093228
##                        DstHostSrvRerrorRate     IsAttack
## Duration                      -0.0270977616  0.089713560
## SrcBytes                      -0.0055199224  0.012578783
## DstBytes                      -0.0453704019 -0.064653965
## Land                          -0.0055901173  0.013781537
## WrongFragment                 -0.0169265801 -0.002232028
## Urgent                        -0.0004356155  0.013419441
## Hot                           -0.0319576241  0.035951207
## NumFailedLogin                -0.0316639397  0.096034104
## LoggedIn                      -0.5902756527 -0.779437694
## NumCompromised                -0.0040081059 -0.001158605
## RootShell                     -0.0087086521  0.012647712
## SuAttempted                   -0.0039326798 -0.003710451
## NumRoot                       -0.0034928874 -0.002351913
## NumFile                       -0.0035360748 -0.001463384
## NumShells                     -0.0052122524  0.016563774
## NumAccessFiles                -0.0253210745 -0.029789086
## NumOutboundCmds                          NA           NA
## IsHostLogin                   -0.0064550367  0.013774566
## IsGuestLogin                  -0.0501511700  0.093381907
## Count                          0.5882756469  0.641884553
## SrvCount                      -0.0782618854 -0.004551305
## SerrorRate                    -0.1295964148  0.423156405
## SrvSerrorRate                 -0.1453803542  0.420669241
## RerrorRate                     0.9715285447  0.659611906
## SrvRerrorRate                  0.9818242336  0.653889048
## SameSrvRate                   -0.7401381480 -0.798356247
## DiffSrvRate                    0.2766762770  0.305910718
## SrvDiffHostRate               -0.1288153457 -0.205398088
## DstHostCount                   0.3676221831  0.484013247
## DstHostSrvCount               -0.6464673486 -0.780191075
## DstHostSameSrvRate            -0.6980849555 -0.804685570
## DstHostDiffSrvRate             0.2356994152  0.328954954
## DstHostSameSrcPortRate        -0.1578929429 -0.008140553
## DstHostSrvDiffHostRate        -0.1431202098 -0.088224229
## DstHostSerrorRate             -0.1360722116  0.425278906
## DstHostSrvSerrorRate          -0.1572613160  0.423603059
## DstHostRerrorRate              0.9625527368  0.664093228
## DstHostSrvRerrorRate           1.0000000000  0.653655573
## IsAttack                       0.6536555733  1.000000000
## 
## $corrPos
##                       xName                  yName  x  y          corr
## 1                  Duration               Duration  1 39  1.000000e+00
## 2                  Duration               SrcBytes  1 38  4.820843e-03
## 3                  Duration               DstBytes  1 37  2.466006e-02
## 4                  Duration                   Land  1 36 -9.366369e-04
## 5                  Duration          WrongFragment  1 35 -2.836087e-03
## 6                  Duration                 Urgent  1 34  1.863888e-03
## 7                  Duration                    Hot  1 33  7.440673e-03
## 8                  Duration         NumFailedLogin  1 32 -5.640087e-03
## 9                  Duration               LoggedIn  1 31 -6.756443e-02
## 10                 Duration         NumCompromised  1 30  9.118525e-02
## 11                 Duration              RootShell  1 29  2.169723e-02
## 12                 Duration            SuAttempted  1 28  7.957040e-02
## 13                 Duration                NumRoot  1 27  9.048057e-02
## 14                 Duration                NumFile  1 26  2.966341e-02
## 15                 Duration              NumShells  1 25  3.875125e-03
## 16                 Duration         NumAccessFiles  1 24  1.372708e-02
## 17                 Duration            IsHostLogin  1 22 -3.326144e-04
## 18                 Duration           IsGuestLogin  1 21  1.583162e-02
## 19                 Duration                  Count  1 20 -5.287215e-02
## 20                 Duration               SrvCount  1 19 -2.280712e-02
## 21                 Duration             SerrorRate  1 18 -1.000297e-02
## 22                 Duration          SrvSerrorRate  1 17 -1.256110e-02
## 23                 Duration             RerrorRate  1 16 -1.503087e-02
## 24                 Duration          SrvRerrorRate  1 15 -1.350583e-02
## 25                 Duration            SameSrvRate  1 14  5.425454e-02
## 26                 Duration            DiffSrvRate  1 13 -1.913374e-02
## 27                 Duration        SrvDiffHostRate  1 12 -2.326520e-02
## 28                 Duration           DstHostCount  1 11  4.341527e-02
## 29                 Duration        DstHostSrvCount  1 10 -9.964096e-03
## 30                 Duration     DstHostSameSrvRate  1  9 -9.208037e-03
## 31                 Duration     DstHostDiffSrvRate  1  8  4.340288e-02
## 32                 Duration DstHostSameSrcPortRate  1  7 -1.735303e-02
## 33                 Duration DstHostSrvDiffHostRate  1  6 -1.425440e-02
## 34                 Duration      DstHostSerrorRate  1  5  4.976149e-02
## 35                 Duration   DstHostSrvSerrorRate  1  4  5.844939e-02
## 36                 Duration      DstHostRerrorRate  1  3 -1.158519e-02
## 37                 Duration   DstHostSrvRerrorRate  1  2 -2.709776e-02
## 38                 Duration               IsAttack  1  1  8.971356e-02
## 39                 SrcBytes               Duration  2 39  4.820843e-03
## 40                 SrcBytes               SrcBytes  2 38  1.000000e+00
## 41                 SrcBytes               DstBytes  2 37  1.873035e-02
## 42                 SrcBytes                   Land  2 36 -1.448077e-04
## 43                 SrcBytes          WrongFragment  2 35 -3.823256e-04
## 44                 SrcBytes                 Urgent  2 34 -4.583216e-05
## 45                 SrcBytes                    Hot  2 33  3.806322e-03
## 46                 SrcBytes         NumFailedLogin  2 32 -1.006719e-03
## 47                 SrcBytes               LoggedIn  2 31 -8.783828e-03
## 48                 SrcBytes         NumCompromised  2 30  1.585081e-04
## 49                 SrcBytes              RootShell  2 29 -1.632277e-04
## 50                 SrcBytes            SuAttempted  2 28  1.190025e-04
## 51                 SrcBytes                NumRoot  2 27 -6.367241e-05
## 52                 SrcBytes                NumFile  2 26 -6.691971e-06
## 53                 SrcBytes              NumShells  2 25 -3.373342e-05
## 54                 SrcBytes         NumAccessFiles  2 24 -5.536569e-04
## 55                 SrcBytes            IsHostLogin  2 22 -1.602330e-04
## 56                 SrcBytes           IsGuestLogin  2 21 -1.245673e-03
## 57                 SrcBytes                  Count  2 20 -7.869427e-03
## 58                 SrcBytes               SrvCount  2 19 -2.844733e-03
## 59                 SrcBytes             SerrorRate  2 18 -4.238238e-03
## 60                 SrcBytes          SrvSerrorRate  2 17 -4.220609e-03
## 61                 SrcBytes             RerrorRate  2 16 -2.922439e-03
## 62                 SrcBytes          SrvRerrorRate  2 15 -2.890222e-03
## 63                 SrcBytes            SameSrvRate  2 14  8.520797e-03
## 64                 SrcBytes            DiffSrvRate  2 13 -3.589710e-03
## 65                 SrcBytes        SrvDiffHostRate  2 12 -3.833327e-03
## 66                 SrcBytes           DstHostCount  2 11 -3.905840e-03
## 67                 SrcBytes        DstHostSrvCount  2 10 -9.820165e-03
## 68                 SrcBytes     DstHostSameSrvRate  2  9 -4.548945e-03
## 69                 SrcBytes     DstHostDiffSrvRate  2  8  1.175988e-03
## 70                 SrcBytes DstHostSameSrcPortRate  2  7  1.147657e-02
## 71                 SrcBytes DstHostSrvDiffHostRate  2  6  6.490647e-03
## 72                 SrcBytes      DstHostSerrorRate  2  5 -4.434385e-03
## 73                 SrcBytes   DstHostSrvSerrorRate  2  4 -4.329128e-03
## 74                 SrcBytes      DstHostRerrorRate  2  3 -5.498156e-03
## 75                 SrcBytes   DstHostSrvRerrorRate  2  2 -5.519922e-03
## 76                 SrcBytes               IsAttack  2  1  1.257878e-02
## 77                 DstBytes               Duration  3 39  2.466006e-02
## 78                 DstBytes               SrcBytes  3 38  1.873035e-02
## 79                 DstBytes               DstBytes  3 37  1.000000e+00
## 80                 DstBytes                   Land  3 36 -9.612489e-04
## 81                 DstBytes          WrongFragment  3 35 -2.910176e-03
## 82                 DstBytes                 Urgent  3 34  5.975819e-03
## 83                 DstBytes                    Hot  3 33  7.116319e-03
## 84                 DstBytes         NumFailedLogin  3 32 -5.967613e-03
## 85                 DstBytes               LoggedIn  3 31  7.147283e-02
## 86                 DstBytes         NumCompromised  3 30  3.175752e-02
## 87                 DstBytes              RootShell  3 29  1.976007e-02
## 88                 DstBytes            SuAttempted  3 28  2.407890e-02
## 89                 DstBytes                NumRoot  3 27  3.120240e-02
## 90                 DstBytes                NumFile  3 26  1.997268e-03
## 91                 DstBytes              NumShells  3 25  3.712234e-03
## 92                 DstBytes         NumAccessFiles  3 24  8.555774e-03
## 93                 DstBytes            IsHostLogin  3 22 -8.059175e-04
## 94                 DstBytes           IsGuestLogin  3 21 -6.752922e-03
## 95                 DstBytes                  Count  3 20 -5.252097e-02
## 96                 DstBytes               SrvCount  3 19 -1.638355e-02
## 97                 DstBytes             SerrorRate  3 18 -2.690763e-02
## 98                 DstBytes          SrvSerrorRate  3 17 -2.679679e-02
## 99                 DstBytes             RerrorRate  3 16 -4.598759e-02
## 100                DstBytes          SrvRerrorRate  3 15 -4.558347e-02
## 101                DstBytes            SameSrvRate  3 14  5.670679e-02
## 102                DstBytes            DiffSrvRate  3 13 -2.455477e-02
## 103                DstBytes        SrvDiffHostRate  3 12  3.360408e-03
## 104                DstBytes           DstHostCount  3 11 -4.345489e-02
## 105                DstBytes        DstHostSrvCount  3 10  4.108590e-02
## 106                DstBytes     DstHostSameSrvRate  3  9  4.184211e-02
## 107                DstBytes     DstHostDiffSrvRate  3  8 -2.436706e-02
## 108                DstBytes DstHostSameSrcPortRate  3  7 -6.356301e-03
## 109                DstBytes DstHostSrvDiffHostRate  3  6  2.365986e-02
## 110                DstBytes      DstHostSerrorRate  3  5 -2.906165e-02
## 111                DstBytes   DstHostSrvSerrorRate  3  4 -2.686276e-02
## 112                DstBytes      DstHostRerrorRate  3  3 -4.621218e-02
## 113                DstBytes   DstHostSrvRerrorRate  3  2 -4.537040e-02
## 114                DstBytes               IsAttack  3  1 -6.465397e-02
## 115                    Land               Duration  4 39 -9.366369e-04
## 116                    Land               SrcBytes  4 38 -1.448077e-04
## 117                    Land               DstBytes  4 37 -9.612489e-04
## 118                    Land                   Land  4 36  1.000000e+00
## 119                    Land          WrongFragment  4 35 -3.526245e-04
## 120                    Land                 Urgent  4 34 -1.133968e-04
## 121                    Land                    Hot  4 33 -7.282038e-04
## 122                    Land         NumFailedLogin  4 32 -8.409388e-04
## 123                    Land               LoggedIn  4 31 -1.281214e-02
## 124                    Land         NumCompromised  4 30 -9.912111e-05
## 125                    Land              RootShell  4 29 -3.057650e-04
## 126                    Land            SuAttempted  4 28 -8.192790e-05
## 127                    Land                NumRoot  4 27 -8.358027e-05
## 128                    Land                NumFile  4 26 -1.074055e-04
## 129                    Land              NumShells  4 25 -1.399671e-04
## 130                    Land         NumAccessFiles  4 24 -5.664176e-04
## 131                    Land            IsHostLogin  4 22 -1.344751e-04
## 132                    Land           IsGuestLogin  4 21 -1.058118e-03
## 133                    Land                  Count  4 20 -6.888870e-03
## 134                    Land               SrvCount  4 19 -3.319797e-03
## 135                    Land             SerrorRate  4 18  3.355739e-02
## 136                    Land          SrvSerrorRate  4 17  3.321412e-02
## 137                    Land             RerrorRate  4 16 -5.629292e-03
## 138                    Land          SrvRerrorRate  4 15 -5.589149e-03
## 139                    Land            SameSrvRate  4 14  6.899939e-03
## 140                    Land            DiffSrvRate  4 13 -3.124207e-03
## 141                    Land        SrvDiffHostRate  4 12  3.191116e-02
## 142                    Land           DstHostCount  4 11 -1.213619e-02
## 143                    Land        DstHostSrvCount  4 10 -1.486582e-02
## 144                    Land     DstHostSameSrvRate  4  9 -2.429287e-03
## 145                    Land     DstHostDiffSrvRate  4  8 -1.576874e-03
## 146                    Land DstHostSameSrcPortRate  4  7  2.363920e-02
## 147                    Land DstHostSrvDiffHostRate  4  6  9.301786e-02
## 148                    Land      DstHostSerrorRate  4  5  2.008967e-02
## 149                    Land   DstHostSrvSerrorRate  4  4  2.739938e-02
## 150                    Land      DstHostRerrorRate  4  3 -5.676859e-03
## 151                    Land   DstHostSrvRerrorRate  4  2 -5.590117e-03
## 152                    Land               IsAttack  4  1  1.378154e-02
## 153           WrongFragment               Duration  5 39 -2.836087e-03
## 154           WrongFragment               SrcBytes  5 38 -3.823256e-04
## 155           WrongFragment               DstBytes  5 37 -2.910176e-03
## 156           WrongFragment                   Land  5 36 -3.526245e-04
## 157           WrongFragment          WrongFragment  5 35  1.000000e+00
## 158           WrongFragment                 Urgent  5 34 -3.433596e-04
## 159           WrongFragment                    Hot  5 33 -2.204963e-03
## 160           WrongFragment         NumFailedLogin  5 32 -2.546318e-03
## 161           WrongFragment               LoggedIn  5 31 -3.879448e-02
## 162           WrongFragment         NumCompromised  5 30 -3.001335e-04
## 163           WrongFragment              RootShell  5 29 -9.258402e-04
## 164           WrongFragment            SuAttempted  5 28 -2.480734e-04
## 165           WrongFragment                NumRoot  5 27 -2.530767e-04
## 166           WrongFragment                NumFile  5 26 -3.252181e-04
## 167           WrongFragment              NumShells  5 25 -4.238128e-04
## 168           WrongFragment         NumAccessFiles  5 24 -1.715083e-03
## 169           WrongFragment            IsHostLogin  5 22 -4.071836e-04
## 170           WrongFragment           IsGuestLogin  5 21 -3.203926e-03
## 171           WrongFragment                  Count  5 20 -1.031341e-02
## 172           WrongFragment               SrvCount  5 19  1.041556e-02
## 173           WrongFragment             SerrorRate  5 18 -1.094305e-02
## 174           WrongFragment          SrvSerrorRate  5 17 -1.088964e-02
## 175           WrongFragment             RerrorRate  5 16 -1.704520e-02
## 176           WrongFragment          SrvRerrorRate  5 15 -1.692365e-02
## 177           WrongFragment            SameSrvRate  5 14  2.089265e-02
## 178           WrongFragment            DiffSrvRate  5 13 -9.459935e-03
## 179           WrongFragment        SrvDiffHostRate  5 12  6.893254e-03
## 180           WrongFragment           DstHostCount  5 11 -1.686439e-02
## 181           WrongFragment        DstHostSrvCount  5 10 -3.330134e-02
## 182           WrongFragment     DstHostSameSrvRate  5  9 -1.254319e-02
## 183           WrongFragment     DstHostDiffSrvRate  5  8  1.280775e-02
## 184           WrongFragment DstHostSameSrcPortRate  5  7  6.212667e-02
## 185           WrongFragment DstHostSrvDiffHostRate  5  6  6.132752e-02
## 186           WrongFragment      DstHostSerrorRate  5  5 -4.773876e-03
## 187           WrongFragment   DstHostSrvSerrorRate  5  4 -1.092009e-02
## 188           WrongFragment      DstHostRerrorRate  5  3 -1.115600e-02
## 189           WrongFragment   DstHostSrvRerrorRate  5  2 -1.692658e-02
## 190           WrongFragment               IsAttack  5  1 -2.232028e-03
## 191                  Urgent               Duration  6 39  1.863888e-03
## 192                  Urgent               SrcBytes  6 38 -4.583216e-05
## 193                  Urgent               DstBytes  6 37  5.975819e-03
## 194                  Urgent                   Land  6 36 -1.133968e-04
## 195                  Urgent          WrongFragment  6 35 -3.433596e-04
## 196                  Urgent                 Urgent  6 34  1.000000e+00
## 197                  Urgent                    Hot  6 33  5.343277e-02
## 198                  Urgent         NumFailedLogin  6 32 -8.188440e-04
## 199                  Urgent               LoggedIn  6 31  8.850734e-03
## 200                  Urgent         NumCompromised  6 30  7.030811e-02
## 201                  Urgent              RootShell  6 29  3.476652e-01
## 202                  Urgent            SuAttempted  6 28 -7.977533e-05
## 203                  Urgent                NumRoot  6 27  9.623842e-02
## 204                  Urgent                NumFile  6 26  2.193479e-02
## 205                  Urgent              NumShells  6 25  7.582975e-02
## 206                  Urgent         NumAccessFiles  6 24  6.633456e-02
## 207                  Urgent            IsHostLogin  6 22 -1.309419e-04
## 208                  Urgent           IsGuestLogin  6 21 -1.030317e-03
## 209                  Urgent                  Count  6 20 -6.707873e-03
## 210                  Urgent               SrvCount  6 19 -3.407278e-03
## 211                  Urgent             SerrorRate  6 18 -3.519061e-03
## 212                  Urgent          SrvSerrorRate  6 17 -3.501885e-03
## 213                  Urgent             RerrorRate  6 16 -5.481388e-03
## 214                  Urgent          SrvRerrorRate  6 15 -5.442300e-03
## 215                  Urgent            SameSrvRate  6 14  6.718650e-03
## 216                  Urgent            DiffSrvRate  6 13 -3.042122e-03
## 217                  Urgent        SrvDiffHostRate  6 12 -4.449994e-03
## 218                  Urgent           DstHostCount  6 11 -1.255194e-02
## 219                  Urgent        DstHostSrvCount  6 10 -1.215022e-02
## 220                  Urgent     DstHostSameSrvRate  6  9 -4.805203e-03
## 221                  Urgent     DstHostDiffSrvRate  6  8  1.144023e-02
## 222                  Urgent DstHostSameSrcPortRate  6  7  4.583047e-03
## 223                  Urgent DstHostSrvDiffHostRate  6  6  1.060031e-02
## 224                  Urgent      DstHostSerrorRate  6  5 -2.367325e-03
## 225                  Urgent   DstHostSrvSerrorRate  6  4 -3.466025e-03
## 226                  Urgent      DstHostRerrorRate  6  3 -4.648344e-03
## 227                  Urgent   DstHostSrvRerrorRate  6  2 -4.356155e-04
## 228                  Urgent               IsAttack  6  1  1.341944e-02
## 229                     Hot               Duration  7 39  7.440673e-03
## 230                     Hot               SrcBytes  7 38  3.806322e-03
## 231                     Hot               DstBytes  7 37  7.116319e-03
## 232                     Hot                   Land  7 36 -7.282038e-04
## 233                     Hot          WrongFragment  7 35 -2.204963e-03
## 234                     Hot                 Urgent  7 34  5.343277e-02
## 235                     Hot                    Hot  7 33  1.000000e+00
## 236                     Hot         NumFailedLogin  7 32  7.929717e-03
## 237                     Hot               LoggedIn  7 31  5.414217e-02
## 238                     Hot         NumCompromised  7 30  2.280408e-02
## 239                     Hot              RootShell  7 29  1.203381e-01
## 240                     Hot            SuAttempted  7 28  4.961783e-03
## 241                     Hot                NumRoot  7 27  1.999534e-02
## 242                     Hot                NumFile  7 26  5.824778e-01
## 243                     Hot              NumShells  7 25  4.192822e-02
## 244                     Hot         NumAccessFiles  7 24  2.712531e-02
## 245                     Hot            IsHostLogin  7 22  3.235395e-02
## 246                     Hot           IsGuestLogin  7 21  4.313461e-01
## 247                     Hot                  Count  7 20 -4.255751e-02
## 248                     Hot               SrvCount  7 19 -1.938440e-02
## 249                     Hot             SerrorRate  7 18 -2.144904e-02
## 250                     Hot          SrvSerrorRate  7 17 -2.145979e-02
## 251                     Hot             RerrorRate  7 16 -3.076254e-02
## 252                     Hot          SrvRerrorRate  7 15 -3.122734e-02
## 253                     Hot            SameSrvRate  7 14  3.923601e-02
## 254                     Hot            DiffSrvRate  7 13 -1.124485e-03
## 255                     Hot        SrvDiffHostRate  7 12 -1.538317e-02
## 256                     Hot           DstHostCount  7 11  1.285795e-04
## 257                     Hot        DstHostSrvCount  7 10 -4.093106e-02
## 258                     Hot     DstHostSameSrvRate  7  9 -3.046410e-02
## 259                     Hot     DstHostDiffSrvRate  7  8  3.276115e-02
## 260                     Hot DstHostSameSrcPortRate  7  7 -1.178834e-02
## 261                     Hot DstHostSrvDiffHostRate  7  6 -4.446193e-03
## 262                     Hot      DstHostSerrorRate  7  5 -1.585627e-02
## 263                     Hot   DstHostSrvSerrorRate  7  4 -2.085409e-02
## 264                     Hot      DstHostRerrorRate  7  3 -2.034933e-02
## 265                     Hot   DstHostSrvRerrorRate  7  2 -3.195762e-02
## 266                     Hot               IsAttack  7  1  3.595121e-02
## 267          NumFailedLogin               Duration  8 39 -5.640087e-03
## 268          NumFailedLogin               SrcBytes  8 38 -1.006719e-03
## 269          NumFailedLogin               DstBytes  8 37 -5.967613e-03
## 270          NumFailedLogin                   Land  8 36 -8.409388e-04
## 271          NumFailedLogin          WrongFragment  8 35 -2.546318e-03
## 272          NumFailedLogin                 Urgent  8 34 -8.188440e-04
## 273          NumFailedLogin                    Hot  8 33  7.929717e-03
## 274          NumFailedLogin         NumFailedLogin  8 32  1.000000e+00
## 275          NumFailedLogin               LoggedIn  8 31 -8.939769e-02
## 276          NumFailedLogin         NumCompromised  8 30  7.323343e-04
## 277          NumFailedLogin              RootShell  8 29  3.221024e-03
## 278          NumFailedLogin            SuAttempted  8 28 -5.916053e-04
## 279          NumFailedLogin                NumRoot  8 27  5.288674e-04
## 280          NumFailedLogin                NumFile  8 26  4.779104e-03
## 281          NumFailedLogin              NumShells  8 25 -1.010709e-03
## 282          NumFailedLogin         NumAccessFiles  8 24  8.954451e-03
## 283          NumFailedLogin            IsHostLogin  8 22  1.136516e-02
## 284          NumFailedLogin           IsGuestLogin  8 21  1.442911e-01
## 285          NumFailedLogin                  Count  8 20 -4.963372e-02
## 286          NumFailedLogin               SrvCount  8 19 -2.504952e-02
## 287          NumFailedLogin             SerrorRate  8 18 -2.397929e-02
## 288          NumFailedLogin          SrvSerrorRate  8 17 -2.387248e-02
## 289          NumFailedLogin             RerrorRate  8 16 -2.961306e-02
## 290          NumFailedLogin          SrvRerrorRate  8 15 -2.935259e-02
## 291          NumFailedLogin            SameSrvRate  8 14  4.964312e-02
## 292          NumFailedLogin            DiffSrvRate  8 13 -2.160571e-02
## 293          NumFailedLogin        SrvDiffHostRate  8 12 -3.233263e-02
## 294          NumFailedLogin           DstHostCount  8 11  3.781579e-02
## 295          NumFailedLogin        DstHostSrvCount  8 10 -1.574095e-02
## 296          NumFailedLogin     DstHostSameSrvRate  8  9 -1.439010e-02
## 297          NumFailedLogin     DstHostDiffSrvRate  8  8 -8.994689e-03
## 298          NumFailedLogin DstHostSameSrcPortRate  8  7 -2.545887e-02
## 299          NumFailedLogin DstHostSrvDiffHostRate  8  6 -2.036535e-02
## 300          NumFailedLogin      DstHostSerrorRate  8  5 -2.544398e-02
## 301          NumFailedLogin   DstHostSrvSerrorRate  8  4 -2.469069e-02
## 302          NumFailedLogin      DstHostRerrorRate  8  3 -3.756972e-02
## 303          NumFailedLogin   DstHostSrvRerrorRate  8  2 -3.166394e-02
## 304          NumFailedLogin               IsAttack  8  1  9.603410e-02
## 305                LoggedIn               Duration  9 39 -6.756443e-02
## 306                LoggedIn               SrcBytes  9 38 -8.783828e-03
## 307                LoggedIn               DstBytes  9 37  7.147283e-02
## 308                LoggedIn                   Land  9 36 -1.281214e-02
## 309                LoggedIn          WrongFragment  9 35 -3.879448e-02
## 310                LoggedIn                 Urgent  9 34  8.850734e-03
## 311                LoggedIn                    Hot  9 33  5.414217e-02
## 312                LoggedIn         NumFailedLogin  9 32 -8.939769e-02
## 313                LoggedIn               LoggedIn  9 31  1.000000e+00
## 314                LoggedIn         NumCompromised  9 30  7.736499e-03
## 315                LoggedIn              RootShell  9 29  2.386525e-02
## 316                LoggedIn            SuAttempted  9 28  6.394552e-03
## 317                LoggedIn                NumRoot  9 27  6.523522e-03
## 318                LoggedIn                NumFile  9 26  8.383101e-03
## 319                LoggedIn              NumShells  9 25  1.092456e-02
## 320                LoggedIn         NumAccessFiles  9 24  4.420945e-02
## 321                LoggedIn            IsHostLogin  9 22  1.049591e-02
## 322                LoggedIn           IsGuestLogin  9 21  5.636058e-02
## 323                LoggedIn                  Count  9 20 -6.692799e-01
## 324                LoggedIn               SrvCount  9 19 -1.477197e-01
## 325                LoggedIn             SerrorRate  9 18 -3.922013e-01
## 326                LoggedIn          SrvSerrorRate  9 17 -3.898716e-01
## 327                LoggedIn             RerrorRate  9 16 -5.732886e-01
## 328                LoggedIn          SrvRerrorRate  9 15 -5.692460e-01
## 329                LoggedIn            SameSrvRate  9 14  7.467102e-01
## 330                LoggedIn            DiffSrvRate  9 13 -2.883093e-01
## 331                LoggedIn        SrvDiffHostRate  9 12  1.666107e-01
## 332                LoggedIn           DstHostCount  9 11 -4.544817e-01
## 333                LoggedIn        DstHostSrvCount  9 10  7.795075e-01
## 334                LoggedIn     DstHostSameSrvRate  9  9  7.843585e-01
## 335                LoggedIn     DstHostDiffSrvRate  9  8 -3.218939e-01
## 336                LoggedIn DstHostSameSrcPortRate  9  7 -1.402389e-01
## 337                LoggedIn DstHostSrvDiffHostRate  9  6  7.011745e-02
## 338                LoggedIn      DstHostSerrorRate  9  5 -3.922446e-01
## 339                LoggedIn   DstHostSrvSerrorRate  9  4 -3.931390e-01
## 340                LoggedIn      DstHostRerrorRate  9  3 -5.864229e-01
## 341                LoggedIn   DstHostSrvRerrorRate  9  2 -5.902757e-01
## 342                LoggedIn               IsAttack  9  1 -7.794377e-01
## 343          NumCompromised               Duration 10 39  9.118525e-02
## 344          NumCompromised               SrcBytes 10 38  1.585081e-04
## 345          NumCompromised               DstBytes 10 37  3.175752e-02
## 346          NumCompromised                   Land 10 36 -9.912111e-05
## 347          NumCompromised          WrongFragment 10 35 -3.001335e-04
## 348          NumCompromised                 Urgent 10 34  7.030811e-02
## 349          NumCompromised                    Hot 10 33  2.280408e-02
## 350          NumCompromised         NumFailedLogin 10 32  7.323343e-04
## 351          NumCompromised               LoggedIn 10 31  7.736499e-03
## 352          NumCompromised         NumCompromised 10 30  1.000000e+00
## 353          NumCompromised              RootShell 10 29  2.677356e-01
## 354          NumCompromised            SuAttempted 10 28  7.795500e-01
## 355          NumCompromised                NumRoot 10 27  9.957751e-01
## 356          NumCompromised                NumFile 10 26  1.270784e-02
## 357          NumCompromised              NumShells 10 25  4.865863e-02
## 358          NumCompromised         NumAccessFiles 10 24  1.779627e-01
## 359          NumCompromised            IsHostLogin 10 22 -1.144574e-04
## 360          NumCompromised           IsGuestLogin 10 21 -7.988398e-04
## 361          NumCompromised                  Count 10 20 -5.831307e-03
## 362          NumCompromised               SrvCount 10 19 -2.808378e-03
## 363          NumCompromised             SerrorRate 10 18 -3.057202e-03
## 364          NumCompromised          SrvSerrorRate 10 17 -3.044619e-03
## 365          NumCompromised             RerrorRate 10 16 -4.572572e-03
## 366          NumCompromised          SrvRerrorRate 10 15 -4.580232e-03
## 367          NumCompromised            SameSrvRate 10 14  5.857251e-03
## 368          NumCompromised            DiffSrvRate 10 13 -2.577320e-03
## 369          NumCompromised        SrvDiffHostRate 10 12 -3.179537e-03
## 370          NumCompromised           DstHostCount 10 11 -9.650458e-03
## 371          NumCompromised        DstHostSrvCount 10 10 -9.411162e-03
## 372          NumCompromised     DstHostSameSrvRate 10  9 -6.413799e-03
## 373          NumCompromised     DstHostDiffSrvRate 10  8  3.032462e-03
## 374          NumCompromised DstHostSameSrcPortRate 10  7 -5.247522e-04
## 375          NumCompromised DstHostSrvDiffHostRate 10  6 -6.314282e-04
## 376          NumCompromised      DstHostSerrorRate 10  5 -2.526897e-03
## 377          NumCompromised   DstHostSrvSerrorRate 10  4 -2.152520e-03
## 378          NumCompromised      DstHostRerrorRate 10  3 -4.482288e-03
## 379          NumCompromised   DstHostSrvRerrorRate 10  2 -4.008106e-03
## 380          NumCompromised               IsAttack 10  1 -1.158605e-03
## 381               RootShell               Duration 11 39  2.169723e-02
## 382               RootShell               SrcBytes 11 38 -1.632277e-04
## 383               RootShell               DstBytes 11 37  1.976007e-02
## 384               RootShell                   Land 11 36 -3.057650e-04
## 385               RootShell          WrongFragment 11 35 -9.258402e-04
## 386               RootShell                 Urgent 11 34  3.476652e-01
## 387               RootShell                    Hot 11 33  1.203381e-01
## 388               RootShell         NumFailedLogin 11 32  3.221024e-03
## 389               RootShell               LoggedIn 11 31  2.386525e-02
## 390               RootShell         NumCompromised 11 30  2.677356e-01
## 391               RootShell              RootShell 11 29  1.000000e+00
## 392               RootShell            SuAttempted 11 28  1.913271e-01
## 393               RootShell                NumRoot 11 27  2.676663e-01
## 394               RootShell                NumFile 11 26  5.516382e-02
## 395               RootShell              NumShells 11 25  3.167979e-01
## 396               RootShell         NumAccessFiles 11 24  1.614120e-01
## 397               RootShell            IsHostLogin 11 22  7.300561e-02
## 398               RootShell           IsGuestLogin 11 21 -2.778163e-03
## 399               RootShell                  Count 11 20 -1.774369e-02
## 400               RootShell               SrvCount 11 19 -7.948003e-03
## 401               RootShell             SerrorRate 11 18 -9.488849e-03
## 402               RootShell          SrvSerrorRate 11 17 -9.442536e-03
## 403               RootShell             RerrorRate 11 16 -1.478010e-02
## 404               RootShell          SrvRerrorRate 11 15 -1.467470e-02
## 405               RootShell            SameSrvRate 11 14  1.811627e-02
## 406               RootShell            DiffSrvRate 11 13 -8.202825e-03
## 407               RootShell        SrvDiffHostRate 11 12 -7.609298e-03
## 408               RootShell           DstHostCount 11 11 -6.738560e-03
## 409               RootShell        DstHostSrvCount 11 10 -1.680751e-02
## 410               RootShell     DstHostSameSrvRate 11  9 -1.199469e-02
## 411               RootShell     DstHostDiffSrvRate 11  8  1.208045e-02
## 412               RootShell DstHostSameSrcPortRate 11  7  1.067270e-03
## 413               RootShell DstHostSrvDiffHostRate 11  6  1.195895e-02
## 414               RootShell      DstHostSerrorRate 11  5 -5.195676e-03
## 415               RootShell   DstHostSrvSerrorRate 11  4 -4.894508e-03
## 416               RootShell      DstHostRerrorRate 11  3 -1.000199e-02
## 417               RootShell   DstHostSrvRerrorRate 11  2 -8.708652e-03
## 418               RootShell               IsAttack 11  1  1.264771e-02
## 419             SuAttempted               Duration 12 39  7.957040e-02
## 420             SuAttempted               SrcBytes 12 38  1.190025e-04
## 421             SuAttempted               DstBytes 12 37  2.407890e-02
## 422             SuAttempted                   Land 12 36 -8.192790e-05
## 423             SuAttempted          WrongFragment 12 35 -2.480734e-04
## 424             SuAttempted                 Urgent 12 34 -7.977533e-05
## 425             SuAttempted                    Hot 12 33  4.961783e-03
## 426             SuAttempted         NumFailedLogin 12 32 -5.916053e-04
## 427             SuAttempted               LoggedIn 12 31  6.394552e-03
## 428             SuAttempted         NumCompromised 12 30  7.795500e-01
## 429             SuAttempted              RootShell 12 29  1.913271e-01
## 430             SuAttempted            SuAttempted 12 28  1.000000e+00
## 431             SuAttempted                NumRoot 12 27  7.820204e-01
## 432             SuAttempted                NumFile 12 26 -7.556037e-05
## 433             SuAttempted              NumShells 12 25  4.171835e-02
## 434             SuAttempted         NumAccessFiles 12 24  1.468760e-01
## 435             SuAttempted            IsHostLogin 12 22 -9.460403e-05
## 436             SuAttempted           IsGuestLogin 12 21 -7.443923e-04
## 437             SuAttempted                  Count 12 20 -4.846360e-03
## 438             SuAttempted               SrvCount 12 19 -2.441433e-03
## 439             SuAttempted             SerrorRate 12 18 -2.542481e-03
## 440             SuAttempted          SrvSerrorRate 12 17 -2.530071e-03
## 441             SuAttempted             RerrorRate 12 16 -3.960239e-03
## 442             SuAttempted          SrvRerrorRate 12 15 -3.931999e-03
## 443             SuAttempted            SameSrvRate 12 14  4.854147e-03
## 444             SuAttempted            DiffSrvRate 12 13 -2.197898e-03
## 445             SuAttempted        SrvDiffHostRate 12 12  1.498865e-03
## 446             SuAttempted           DstHostCount 12 11 -6.521201e-03
## 447             SuAttempted        DstHostSrvCount 12 10 -8.757914e-03
## 448             SuAttempted     DstHostSameSrvRate 12  9 -8.018267e-03
## 449             SuAttempted     DstHostDiffSrvRate 12  8  1.178832e-03
## 450             SuAttempted DstHostSameSrcPortRate 12  7 -1.945406e-03
## 451             SuAttempted DstHostSrvDiffHostRate 12  6 -2.062607e-03
## 452             SuAttempted      DstHostSerrorRate 12  5 -2.567430e-03
## 453             SuAttempted   DstHostSrvSerrorRate 12  4 -2.537146e-03
## 454             SuAttempted      DstHostRerrorRate 12  3 -4.036776e-03
## 455             SuAttempted   DstHostSrvRerrorRate 12  2 -3.932680e-03
## 456             SuAttempted               IsAttack 12  1 -3.710451e-03
## 457                 NumRoot               Duration 13 39  9.048057e-02
## 458                 NumRoot               SrcBytes 13 38 -6.367241e-05
## 459                 NumRoot               DstBytes 13 37  3.120240e-02
## 460                 NumRoot                   Land 13 36 -8.358027e-05
## 461                 NumRoot          WrongFragment 13 35 -2.530767e-04
## 462                 NumRoot                 Urgent 13 34  9.623842e-02
## 463                 NumRoot                    Hot 13 33  1.999534e-02
## 464                 NumRoot         NumFailedLogin 13 32  5.288674e-04
## 465                 NumRoot               LoggedIn 13 31  6.523522e-03
## 466                 NumRoot         NumCompromised 13 30  9.957751e-01
## 467                 NumRoot              RootShell 13 29  2.676663e-01
## 468                 NumRoot            SuAttempted 13 28  7.820204e-01
## 469                 NumRoot                NumRoot 13 27  1.000000e+00
## 470                 NumRoot                NumFile 13 26  1.143429e-02
## 471                 NumRoot              NumShells 13 25  4.285510e-02
## 472                 NumRoot         NumAccessFiles 13 24  1.782836e-01
## 473                 NumRoot            IsHostLogin 13 22  1.816184e-03
## 474                 NumRoot           IsGuestLogin 13 21 -6.367150e-04
## 475                 NumRoot                  Count 13 20 -4.944104e-03
## 476                 NumRoot               SrvCount 13 19 -2.510031e-03
## 477                 NumRoot             SerrorRate 13 18 -2.593759e-03
## 478                 NumRoot          SrvSerrorRate 13 17 -2.581099e-03
## 479                 NumRoot             RerrorRate 13 16 -4.040112e-03
## 480                 NumRoot          SrvRerrorRate 13 15 -4.011302e-03
## 481                 NumRoot            SameSrvRate 13 14  4.952048e-03
## 482                 NumRoot            DiffSrvRate 13 13 -2.242227e-03
## 483                 NumRoot        SrvDiffHostRate 13 12 -3.212327e-03
## 484                 NumRoot           DstHostCount 13 11 -1.083689e-02
## 485                 NumRoot        DstHostSrvCount 13 10 -1.029182e-02
## 486                 NumRoot     DstHostSameSrvRate 13  9 -7.128118e-03
## 487                 NumRoot     DstHostDiffSrvRate 13  8  3.304701e-03
## 488                 NumRoot DstHostSameSrcPortRate 13  7  4.389377e-05
## 489                 NumRoot DstHostSrvDiffHostRate 13  6  7.273442e-04
## 490                 NumRoot      DstHostSerrorRate 13  5 -2.380460e-03
## 491                 NumRoot   DstHostSrvSerrorRate 13  4 -2.073343e-03
## 492                 NumRoot      DstHostRerrorRate 13  3 -3.927375e-03
## 493                 NumRoot   DstHostSrvRerrorRate 13  2 -3.492887e-03
## 494                 NumRoot               IsAttack 13  1 -2.351913e-03
## 495                 NumFile               Duration 14 39  2.966341e-02
## 496                 NumFile               SrcBytes 14 38 -6.691971e-06
## 497                 NumFile               DstBytes 14 37  1.997268e-03
## 498                 NumFile                   Land 14 36 -1.074055e-04
## 499                 NumFile          WrongFragment 14 35 -3.252181e-04
## 500                 NumFile                 Urgent 14 34  2.193479e-02
## 501                 NumFile                    Hot 14 33  5.824778e-01
## 502                 NumFile         NumFailedLogin 14 32  4.779104e-03
## 503                 NumFile               LoggedIn 14 31  8.383101e-03
## 504                 NumFile         NumCompromised 14 30  1.270784e-02
## 505                 NumFile              RootShell 14 29  5.516382e-02
## 506                 NumFile            SuAttempted 14 28 -7.556037e-05
## 507                 NumFile                NumRoot 14 27  1.143429e-02
## 508                 NumFile                NumFile 14 26  1.000000e+00
## 509                 NumFile              NumShells 14 25  1.093286e-01
## 510                 NumFile         NumAccessFiles 14 24  2.838999e-02
## 511                 NumFile            IsHostLogin 14 22  5.237221e-03
## 512                 NumFile           IsGuestLogin 14 21  3.997171e-04
## 513                 NumFile                  Count 14 20 -6.352506e-03
## 514                 NumFile               SrvCount 14 19 -3.208512e-03
## 515                 NumFile             SerrorRate 14 18 -3.333130e-03
## 516                 NumFile          SrvSerrorRate 14 17 -3.316861e-03
## 517                 NumFile             RerrorRate 14 16 -5.191777e-03
## 518                 NumFile          SrvRerrorRate 14 15 -5.154754e-03
## 519                 NumFile            SameSrvRate 14 14  6.245235e-03
## 520                 NumFile            DiffSrvRate 14 13 -2.259260e-03
## 521                 NumFile        SrvDiffHostRate 14 12 -1.202717e-03
## 522                 NumFile           DstHostCount 14 11 -6.754760e-03
## 523                 NumFile        DstHostSrvCount 14 10 -1.031570e-02
## 524                 NumFile     DstHostSameSrvRate 14  9 -9.201564e-03
## 525                 NumFile     DstHostDiffSrvRate 14  8  8.372459e-03
## 526                 NumFile DstHostSameSrcPortRate 14  7 -6.158003e-04
## 527                 NumFile DstHostSrvDiffHostRate 14  6  6.763930e-03
## 528                 NumFile      DstHostSerrorRate 14  5 -1.987779e-03
## 529                 NumFile   DstHostSrvSerrorRate 14  4 -1.353931e-03
## 530                 NumFile      DstHostRerrorRate 14  3 -3.905621e-03
## 531                 NumFile   DstHostSrvRerrorRate 14  2 -3.536075e-03
## 532                 NumFile               IsAttack 14  1 -1.463384e-03
## 533               NumShells               Duration 15 39  3.875125e-03
## 534               NumShells               SrcBytes 15 38 -3.373342e-05
## 535               NumShells               DstBytes 15 37  3.712234e-03
## 536               NumShells                   Land 15 36 -1.399671e-04
## 537               NumShells          WrongFragment 15 35 -4.238128e-04
## 538               NumShells                 Urgent 15 34  7.582975e-02
## 539               NumShells                    Hot 15 33  4.192822e-02
## 540               NumShells         NumFailedLogin 15 32 -1.010709e-03
## 541               NumShells               LoggedIn 15 31  1.092456e-02
## 542               NumShells         NumCompromised 15 30  4.865863e-02
## 543               NumShells              RootShell 15 29  3.167979e-01
## 544               NumShells            SuAttempted 15 28  4.171835e-02
## 545               NumShells                NumRoot 15 27  4.285510e-02
## 546               NumShells                NumFile 15 26  1.093286e-01
## 547               NumShells              NumShells 15 25  1.000000e+00
## 548               NumShells         NumAccessFiles 15 24  5.012434e-02
## 549               NumShells            IsHostLogin 15 22  3.987689e-02
## 550               NumShells           IsGuestLogin 15 21 -1.271733e-03
## 551               NumShells                  Count 15 20 -8.279606e-03
## 552               NumShells               SrvCount 15 19 -4.205644e-03
## 553               NumShells             SerrorRate 15 18 -4.343618e-03
## 554               NumShells          SrvSerrorRate 15 17 -4.322418e-03
## 555               NumShells             RerrorRate 15 16 -6.765742e-03
## 556               NumShells          SrvRerrorRate 15 15 -6.717495e-03
## 557               NumShells            SameSrvRate 15 14  8.292909e-03
## 558               NumShells            DiffSrvRate 15 13 -3.754927e-03
## 559               NumShells        SrvDiffHostRate 15 12 -5.492679e-03
## 560               NumShells           DstHostCount 15 11  2.256934e-04
## 561               NumShells        DstHostSrvCount 15 10 -1.339377e-02
## 562               NumShells     DstHostSameSrvRate 15  9 -1.055534e-02
## 563               NumShells     DstHostDiffSrvRate 15  8  7.669002e-04
## 564               NumShells DstHostSameSrcPortRate 15  7 -3.686093e-04
## 565               NumShells DstHostSrvDiffHostRate 15  6  2.326026e-02
## 566               NumShells      DstHostSerrorRate 15  5  2.733909e-03
## 567               NumShells   DstHostSrvSerrorRate 15  4  7.455390e-03
## 568               NumShells      DstHostRerrorRate 15  3 -4.400205e-03
## 569               NumShells   DstHostSrvRerrorRate 15  2 -5.212252e-03
## 570               NumShells               IsAttack 15  1  1.656377e-02
## 571          NumAccessFiles               Duration 16 39  1.372708e-02
## 572          NumAccessFiles               SrcBytes 16 38 -5.536569e-04
## 573          NumAccessFiles               DstBytes 16 37  8.555774e-03
## 574          NumAccessFiles                   Land 16 36 -5.664176e-04
## 575          NumAccessFiles          WrongFragment 16 35 -1.715083e-03
## 576          NumAccessFiles                 Urgent 16 34  6.633456e-02
## 577          NumAccessFiles                    Hot 16 33  2.712531e-02
## 578          NumAccessFiles         NumFailedLogin 16 32  8.954451e-03
## 579          NumAccessFiles               LoggedIn 16 31  4.420945e-02
## 580          NumAccessFiles         NumCompromised 16 30  1.779627e-01
## 581          NumAccessFiles              RootShell 16 29  1.614120e-01
## 582          NumAccessFiles            SuAttempted 16 28  1.468760e-01
## 583          NumAccessFiles                NumRoot 16 27  1.782836e-01
## 584          NumAccessFiles                NumFile 16 26  2.838999e-02
## 585          NumAccessFiles              NumShells 16 25  5.012434e-02
## 586          NumAccessFiles         NumAccessFiles 16 24  1.000000e+00
## 587          NumAccessFiles            IsHostLogin 16 22  1.697237e-02
## 588          NumAccessFiles           IsGuestLogin 16 21 -2.885129e-03
## 589          NumAccessFiles                  Count 16 20 -3.225626e-02
## 590          NumAccessFiles               SrvCount 16 19 -1.209835e-02
## 591          NumAccessFiles             SerrorRate 16 18 -1.757772e-02
## 592          NumAccessFiles          SrvSerrorRate 16 17 -1.749193e-02
## 593          NumAccessFiles             RerrorRate 16 16 -2.710607e-02
## 594          NumAccessFiles          SrvRerrorRate 16 15 -2.718431e-02
## 595          NumAccessFiles            SameSrvRate 16 14  3.321184e-02
## 596          NumAccessFiles            DiffSrvRate 16 13 -1.338182e-02
## 597          NumAccessFiles        SrvDiffHostRate 16 12  1.445477e-02
## 598          NumAccessFiles           DstHostCount 16 11  6.174971e-03
## 599          NumAccessFiles        DstHostSrvCount 16 10  7.672542e-03
## 600          NumAccessFiles     DstHostSameSrvRate 16  9  1.181249e-02
## 601          NumAccessFiles     DstHostDiffSrvRate 16  8  5.505389e-04
## 602          NumAccessFiles DstHostSameSrcPortRate 16  7 -1.346964e-02
## 603          NumAccessFiles DstHostSrvDiffHostRate 16  6  6.995358e-03
## 604          NumAccessFiles      DstHostSerrorRate 16  5 -1.610127e-02
## 605          NumAccessFiles   DstHostSrvSerrorRate 16  4 -1.580055e-02
## 606          NumAccessFiles      DstHostRerrorRate 16  3 -2.273349e-02
## 607          NumAccessFiles   DstHostSrvRerrorRate 16  2 -2.532107e-02
## 608          NumAccessFiles               IsAttack 16  1 -2.978909e-02
## 609         NumOutboundCmds        NumOutboundCmds 17 23  1.000000e+00
## 610             IsHostLogin               Duration 18 39 -3.326144e-04
## 611             IsHostLogin               SrcBytes 18 38 -1.602330e-04
## 612             IsHostLogin               DstBytes 18 37 -8.059175e-04
## 613             IsHostLogin                   Land 18 36 -1.344751e-04
## 614             IsHostLogin          WrongFragment 18 35 -4.071836e-04
## 615             IsHostLogin                 Urgent 18 34 -1.309419e-04
## 616             IsHostLogin                    Hot 18 33  3.235395e-02
## 617             IsHostLogin         NumFailedLogin 18 32  1.136516e-02
## 618             IsHostLogin               LoggedIn 18 31  1.049591e-02
## 619             IsHostLogin         NumCompromised 18 30 -1.144574e-04
## 620             IsHostLogin              RootShell 18 29  7.300561e-02
## 621             IsHostLogin            SuAttempted 18 28 -9.460403e-05
## 622             IsHostLogin                NumRoot 18 27  1.816184e-03
## 623             IsHostLogin                NumFile 18 26  5.237221e-03
## 624             IsHostLogin              NumShells 18 25  3.987689e-02
## 625             IsHostLogin         NumAccessFiles 18 24  1.697237e-02
## 626             IsHostLogin            IsHostLogin 18 22  1.000000e+00
## 627             IsHostLogin           IsGuestLogin 18 21 -1.221833e-03
## 628             IsHostLogin                  Count 18 20 -7.944856e-03
## 629             IsHostLogin               SrvCount 18 19 -4.040626e-03
## 630             IsHostLogin             SerrorRate 18 18 -4.173186e-03
## 631             IsHostLogin          SrvSerrorRate 18 17 -4.152818e-03
## 632             IsHostLogin             RerrorRate 18 16 -6.500273e-03
## 633             IsHostLogin          SrvRerrorRate 18 15 -6.453919e-03
## 634             IsHostLogin            SameSrvRate 18 14  6.740077e-03
## 635             IsHostLogin            DiffSrvRate 18 13  2.840193e-03
## 636             IsHostLogin        SrvDiffHostRate 18 12 -5.277162e-03
## 637             IsHostLogin           DstHostCount 18 11 -1.308376e-02
## 638             IsHostLogin        DstHostSrvCount 18 10 -1.615714e-02
## 639             IsHostLogin     DstHostSameSrvRate 18  9 -7.187538e-03
## 640             IsHostLogin     DstHostDiffSrvRate 18  8  1.936610e-02
## 641             IsHostLogin DstHostSameSrcPortRate 18  7  1.610562e-02
## 642             IsHostLogin DstHostSrvDiffHostRate 18  6 -3.724123e-03
## 643             IsHostLogin      DstHostSerrorRate 18  5 -4.214138e-03
## 644             IsHostLogin   DstHostSrvSerrorRate 18  4 -4.164430e-03
## 645             IsHostLogin      DstHostRerrorRate 18  3 -6.625899e-03
## 646             IsHostLogin   DstHostSrvRerrorRate 18  2 -6.455037e-03
## 647             IsHostLogin               IsAttack 18  1  1.377457e-02
## 648            IsGuestLogin               Duration 19 39  1.583162e-02
## 649            IsGuestLogin               SrcBytes 19 38 -1.245673e-03
## 650            IsGuestLogin               DstBytes 19 37 -6.752922e-03
## 651            IsGuestLogin                   Land 19 36 -1.058118e-03
## 652            IsGuestLogin          WrongFragment 19 35 -3.203926e-03
## 653            IsGuestLogin                 Urgent 19 34 -1.030317e-03
## 654            IsGuestLogin                    Hot 19 33  4.313461e-01
## 655            IsGuestLogin         NumFailedLogin 19 32  1.442911e-01
## 656            IsGuestLogin               LoggedIn 19 31  5.636058e-02
## 657            IsGuestLogin         NumCompromised 19 30 -7.988398e-04
## 658            IsGuestLogin              RootShell 19 29 -2.778163e-03
## 659            IsGuestLogin            SuAttempted 19 28 -7.443923e-04
## 660            IsGuestLogin                NumRoot 19 27 -6.367150e-04
## 661            IsGuestLogin                NumFile 19 26  3.997171e-04
## 662            IsGuestLogin              NumShells 19 25 -1.271733e-03
## 663            IsGuestLogin         NumAccessFiles 19 24 -2.885129e-03
## 664            IsGuestLogin            IsHostLogin 19 22 -1.221833e-03
## 665            IsGuestLogin           IsGuestLogin 19 21  1.000000e+00
## 666            IsGuestLogin                  Count 19 20 -6.252597e-02
## 667            IsGuestLogin               SrvCount 19 19 -3.177375e-02
## 668            IsGuestLogin             SerrorRate 19 18 -3.168953e-02
## 669            IsGuestLogin          SrvSerrorRate 19 17 -3.176762e-02
## 670            IsGuestLogin             RerrorRate 19 16 -5.048383e-02
## 671            IsGuestLogin          SrvRerrorRate 19 15 -5.078269e-02
## 672            IsGuestLogin            SameSrvRate 19 14  5.641258e-02
## 673            IsGuestLogin            DiffSrvRate 19 13 -1.759060e-03
## 674            IsGuestLogin        SrvDiffHostRate 19 12 -3.862819e-02
## 675            IsGuestLogin           DstHostCount 19 11  9.176152e-03
## 676            IsGuestLogin        DstHostSrvCount 19 10 -9.815169e-02
## 677            IsGuestLogin     DstHostSameSrvRate 19  9 -7.846146e-02
## 678            IsGuestLogin     DstHostDiffSrvRate 19  8  8.278325e-02
## 679            IsGuestLogin DstHostSameSrcPortRate 19  7 -2.607718e-02
## 680            IsGuestLogin DstHostSrvDiffHostRate 19  6 -2.484360e-02
## 681            IsGuestLogin      DstHostSerrorRate 19  5 -1.573890e-02
## 682            IsGuestLogin   DstHostSrvSerrorRate 19  4 -3.213812e-02
## 683            IsGuestLogin      DstHostRerrorRate 19  3 -1.326599e-02
## 684            IsGuestLogin   DstHostSrvRerrorRate 19  2 -5.015117e-02
## 685            IsGuestLogin               IsAttack 19  1  9.338191e-02
## 686                   Count               Duration 20 39 -5.287215e-02
## 687                   Count               SrcBytes 20 38 -7.869427e-03
## 688                   Count               DstBytes 20 37 -5.252097e-02
## 689                   Count                   Land 20 36 -6.888870e-03
## 690                   Count          WrongFragment 20 35 -1.031341e-02
## 691                   Count                 Urgent 20 34 -6.707873e-03
## 692                   Count                    Hot 20 33 -4.255751e-02
## 693                   Count         NumFailedLogin 20 32 -4.963372e-02
## 694                   Count               LoggedIn 20 31 -6.692799e-01
## 695                   Count         NumCompromised 20 30 -5.831307e-03
## 696                   Count              RootShell 20 29 -1.774369e-02
## 697                   Count            SuAttempted 20 28 -4.846360e-03
## 698                   Count                NumRoot 20 27 -4.944104e-03
## 699                   Count                NumFile 20 26 -6.352506e-03
## 700                   Count              NumShells 20 25 -8.279606e-03
## 701                   Count         NumAccessFiles 20 24 -3.225626e-02
## 702                   Count            IsHostLogin 20 22 -7.944856e-03
## 703                   Count           IsGuestLogin 20 21 -6.252597e-02
## 704                   Count                  Count 20 20  1.000000e+00
## 705                   Count               SrvCount 20 19  4.121607e-01
## 706                   Count             SerrorRate 20 18  2.979376e-01
## 707                   Count          SrvSerrorRate 20 17  3.019173e-01
## 708                   Count             RerrorRate 20 16  5.839354e-01
## 709                   Count          SrvRerrorRate 20 15  5.776617e-01
## 710                   Count            SameSrvRate 20 14 -7.583171e-01
## 711                   Count            DiffSrvRate 20 13  2.984537e-01
## 712                   Count        SrvDiffHostRate 20 12 -2.578356e-01
## 713                   Count           DstHostCount 20 11  4.408110e-01
## 714                   Count        DstHostSrvCount 20 10 -5.990733e-01
## 715                   Count     DstHostSameSrvRate 20  9 -6.550293e-01
## 716                   Count     DstHostDiffSrvRate 20  8  3.522246e-01
## 717                   Count DstHostSameSrcPortRate 20  7  5.896185e-02
## 718                   Count DstHostSrvDiffHostRate 20  6 -1.762410e-01
## 719                   Count      DstHostSerrorRate 20  5  3.051544e-01
## 720                   Count   DstHostSrvSerrorRate 20  4  3.076703e-01
## 721                   Count      DstHostRerrorRate 20  3  5.999549e-01
## 722                   Count   DstHostSrvRerrorRate 20  2  5.882756e-01
## 723                   Count               IsAttack 20  1  6.418846e-01
## 724                SrvCount               Duration 21 39 -2.280712e-02
## 725                SrvCount               SrcBytes 21 38 -2.844733e-03
## 726                SrvCount               DstBytes 21 37 -1.638355e-02
## 727                SrvCount                   Land 21 36 -3.319797e-03
## 728                SrvCount          WrongFragment 21 35  1.041556e-02
## 729                SrvCount                 Urgent 21 34 -3.407278e-03
## 730                SrvCount                    Hot 21 33 -1.938440e-02
## 731                SrvCount         NumFailedLogin 21 32 -2.504952e-02
## 732                SrvCount               LoggedIn 21 31 -1.477197e-01
## 733                SrvCount         NumCompromised 21 30 -2.808378e-03
## 734                SrvCount              RootShell 21 29 -7.948003e-03
## 735                SrvCount            SuAttempted 21 28 -2.441433e-03
## 736                SrvCount                NumRoot 21 27 -2.510031e-03
## 737                SrvCount                NumFile 21 26 -3.208512e-03
## 738                SrvCount              NumShells 21 25 -4.205644e-03
## 739                SrvCount         NumAccessFiles 21 24 -1.209835e-02
## 740                SrvCount            IsHostLogin 21 22 -4.040626e-03
## 741                SrvCount           IsGuestLogin 21 21 -3.177375e-02
## 742                SrvCount                  Count 21 20  4.121607e-01
## 743                SrvCount               SrvCount 21 19  1.000000e+00
## 744                SrvCount             SerrorRate 21 18 -4.117734e-02
## 745                SrvCount          SrvSerrorRate 21 17 -4.123473e-02
## 746                SrvCount             RerrorRate 21 16 -7.763315e-02
## 747                SrvCount          SrvRerrorRate 21 15 -7.678615e-02
## 748                SrvCount            SameSrvRate 21 14  1.070818e-01
## 749                SrvCount            DiffSrvRate 21 13 -6.805357e-02
## 750                SrvCount        SrvDiffHostRate 21 12 -7.529317e-02
## 751                SrvCount           DstHostCount 21 11  1.109348e-01
## 752                SrvCount        DstHostSrvCount 21 10  1.390196e-01
## 753                SrvCount     DstHostSameSrvRate 21  9  1.313576e-01
## 754                SrvCount     DstHostDiffSrvRate 21  8 -7.723383e-02
## 755                SrvCount DstHostSameSrcPortRate 21  7  3.965463e-01
## 756                SrvCount DstHostSrvDiffHostRate 21  6 -4.569741e-02
## 757                SrvCount      DstHostSerrorRate 21  5 -4.727635e-02
## 758                SrvCount   DstHostSrvSerrorRate 21  4 -4.701363e-02
## 759                SrvCount      DstHostRerrorRate 21  3 -7.741460e-02
## 760                SrvCount   DstHostSrvRerrorRate 21  2 -7.826189e-02
## 761                SrvCount               IsAttack 21  1 -4.551305e-03
## 762              SerrorRate               Duration 22 39 -1.000297e-02
## 763              SerrorRate               SrcBytes 22 38 -4.238238e-03
## 764              SerrorRate               DstBytes 22 37 -2.690763e-02
## 765              SerrorRate                   Land 22 36  3.355739e-02
## 766              SerrorRate          WrongFragment 22 35 -1.094305e-02
## 767              SerrorRate                 Urgent 22 34 -3.519061e-03
## 768              SerrorRate                    Hot 22 33 -2.144904e-02
## 769              SerrorRate         NumFailedLogin 22 32 -2.397929e-02
## 770              SerrorRate               LoggedIn 22 31 -3.922013e-01
## 771              SerrorRate         NumCompromised 22 30 -3.057202e-03
## 772              SerrorRate              RootShell 22 29 -9.488849e-03
## 773              SerrorRate            SuAttempted 22 28 -2.542481e-03
## 774              SerrorRate                NumRoot 22 27 -2.593759e-03
## 775              SerrorRate                NumFile 22 26 -3.333130e-03
## 776              SerrorRate              NumShells 22 25 -4.343618e-03
## 777              SerrorRate         NumAccessFiles 22 24 -1.757772e-02
## 778              SerrorRate            IsHostLogin 22 22 -4.173186e-03
## 779              SerrorRate           IsGuestLogin 22 21 -3.168953e-02
## 780              SerrorRate                  Count 22 20  2.979376e-01
## 781              SerrorRate               SrvCount 22 19 -4.117734e-02
## 782              SerrorRate             SerrorRate 22 18  1.000000e+00
## 783              SerrorRate          SrvSerrorRate 22 17  9.797161e-01
## 784              SerrorRate             RerrorRate 22 16 -1.480868e-01
## 785              SerrorRate          SrvRerrorRate 22 15 -1.419429e-01
## 786              SerrorRate            SameSrvRate 22 14 -4.378957e-01
## 787              SerrorRate            DiffSrvRate 22 13  5.924494e-02
## 788              SerrorRate        SrvDiffHostRate 22 12 -1.183662e-01
## 789              SerrorRate           DstHostCount 22 11  2.320029e-01
## 790              SerrorRate        DstHostSrvCount 22 10 -3.927762e-01
## 791              SerrorRate     DstHostSameSrvRate 22  9 -4.239749e-01
## 792              SerrorRate     DstHostDiffSrvRate 22  8  1.222401e-01
## 793              SerrorRate DstHostSameSrcPortRate 22  7 -9.626672e-02
## 794              SerrorRate DstHostSrvDiffHostRate 22  6 -9.008645e-02
## 795              SerrorRate      DstHostSerrorRate 22  5  9.665980e-01
## 796              SerrorRate   DstHostSrvSerrorRate 22  4  9.583626e-01
## 797              SerrorRate      DstHostRerrorRate 22  3 -1.276429e-01
## 798              SerrorRate   DstHostSrvRerrorRate 22  2 -1.295964e-01
## 799              SerrorRate               IsAttack 22  1  4.231564e-01
## 800           SrvSerrorRate               Duration 23 39 -1.256110e-02
## 801           SrvSerrorRate               SrcBytes 23 38 -4.220609e-03
## 802           SrvSerrorRate               DstBytes 23 37 -2.679679e-02
## 803           SrvSerrorRate                   Land 23 36  3.321412e-02
## 804           SrvSerrorRate          WrongFragment 23 35 -1.088964e-02
## 805           SrvSerrorRate                 Urgent 23 34 -3.501885e-03
## 806           SrvSerrorRate                    Hot 23 33 -2.145979e-02
## 807           SrvSerrorRate         NumFailedLogin 23 32 -2.387248e-02
## 808           SrvSerrorRate               LoggedIn 23 31 -3.898716e-01
## 809           SrvSerrorRate         NumCompromised 23 30 -3.044619e-03
## 810           SrvSerrorRate              RootShell 23 29 -9.442536e-03
## 811           SrvSerrorRate            SuAttempted 23 28 -2.530071e-03
## 812           SrvSerrorRate                NumRoot 23 27 -2.581099e-03
## 813           SrvSerrorRate                NumFile 23 26 -3.316861e-03
## 814           SrvSerrorRate              NumShells 23 25 -4.322418e-03
## 815           SrvSerrorRate         NumAccessFiles 23 24 -1.749193e-02
## 816           SrvSerrorRate            IsHostLogin 23 22 -4.152818e-03
## 817           SrvSerrorRate           IsGuestLogin 23 21 -3.176762e-02
## 818           SrvSerrorRate                  Count 23 20  3.019173e-01
## 819           SrvSerrorRate               SrvCount 23 19 -4.123473e-02
## 820           SrvSerrorRate             SerrorRate 23 18  9.797161e-01
## 821           SrvSerrorRate          SrvSerrorRate 23 17  1.000000e+00
## 822           SrvSerrorRate             RerrorRate 23 16 -1.379839e-01
## 823           SrvSerrorRate          SrvRerrorRate 23 15 -1.591447e-01
## 824           SrvSerrorRate            SameSrvRate 23 14 -4.371970e-01
## 825           SrvSerrorRate            DiffSrvRate 23 13  7.316949e-02
## 826           SrvSerrorRate        SrvDiffHostRate 23 12 -1.184497e-01
## 827           SrvSerrorRate           DstHostCount 23 11  2.324470e-01
## 828           SrvSerrorRate        DstHostSrvCount 23 10 -3.908206e-01
## 829           SrvSerrorRate     DstHostSameSrvRate 23  9 -4.220893e-01
## 830           SrvSerrorRate     DstHostDiffSrvRate 23  8  1.341463e-01
## 831           SrvSerrorRate DstHostSameSrcPortRate 23  7 -9.616372e-02
## 832           SrvSerrorRate DstHostSrvDiffHostRate 23  6 -9.004272e-02
## 833           SrvSerrorRate      DstHostSerrorRate 23  5  9.457686e-01
## 834           SrvSerrorRate   DstHostSrvSerrorRate 23  4  9.741907e-01
## 835           SrvSerrorRate      DstHostRerrorRate 23  3 -1.174081e-01
## 836           SrvSerrorRate   DstHostSrvRerrorRate 23  2 -1.453804e-01
## 837           SrvSerrorRate               IsAttack 23  1  4.206692e-01
## 838              RerrorRate               Duration 24 39 -1.503087e-02
## 839              RerrorRate               SrcBytes 24 38 -2.922439e-03
## 840              RerrorRate               DstBytes 24 37 -4.598759e-02
## 841              RerrorRate                   Land 24 36 -5.629292e-03
## 842              RerrorRate          WrongFragment 24 35 -1.704520e-02
## 843              RerrorRate                 Urgent 24 34 -5.481388e-03
## 844              RerrorRate                    Hot 24 33 -3.076254e-02
## 845              RerrorRate         NumFailedLogin 24 32 -2.961306e-02
## 846              RerrorRate               LoggedIn 24 31 -5.732886e-01
## 847              RerrorRate         NumCompromised 24 30 -4.572572e-03
## 848              RerrorRate              RootShell 24 29 -1.478010e-02
## 849              RerrorRate            SuAttempted 24 28 -3.960239e-03
## 850              RerrorRate                NumRoot 24 27 -4.040112e-03
## 851              RerrorRate                NumFile 24 26 -5.191777e-03
## 852              RerrorRate              NumShells 24 25 -6.765742e-03
## 853              RerrorRate         NumAccessFiles 24 24 -2.710607e-02
## 854              RerrorRate            IsHostLogin 24 22 -6.500273e-03
## 855              RerrorRate           IsGuestLogin 24 21 -5.048383e-02
## 856              RerrorRate                  Count 24 20  5.839354e-01
## 857              RerrorRate               SrvCount 24 19 -7.763315e-02
## 858              RerrorRate             SerrorRate 24 18 -1.480868e-01
## 859              RerrorRate          SrvSerrorRate 24 17 -1.379839e-01
## 860              RerrorRate             RerrorRate 24 16  1.000000e+00
## 861              RerrorRate          SrvRerrorRate 24 15  9.864812e-01
## 862              RerrorRate            SameSrvRate 24 14 -7.299010e-01
## 863              RerrorRate            DiffSrvRate 24 13  2.812673e-01
## 864              RerrorRate        SrvDiffHostRate 24 12 -1.280611e-01
## 865              RerrorRate           DstHostCount 24 11  3.715640e-01
## 866              RerrorRate        DstHostSrvCount 24 10 -6.342358e-01
## 867              RerrorRate     DstHostSameSrvRate 24  9 -6.863160e-01
## 868              RerrorRate     DstHostDiffSrvRate 24  8  2.424159e-01
## 869              RerrorRate DstHostSameSrcPortRate 24  7 -1.594657e-01
## 870              RerrorRate DstHostSrvDiffHostRate 24  6 -1.451976e-01
## 871              RerrorRate      DstHostSerrorRate 24  5 -1.479510e-01
## 872              RerrorRate   DstHostSrvSerrorRate 24  4 -1.417705e-01
## 873              RerrorRate      DstHostRerrorRate 24  3  9.582492e-01
## 874              RerrorRate   DstHostSrvRerrorRate 24  2  9.715285e-01
## 875              RerrorRate               IsAttack 24  1  6.596119e-01
## 876           SrvRerrorRate               Duration 25 39 -1.350583e-02
## 877           SrvRerrorRate               SrcBytes 25 38 -2.890222e-03
## 878           SrvRerrorRate               DstBytes 25 37 -4.558347e-02
## 879           SrvRerrorRate                   Land 25 36 -5.589149e-03
## 880           SrvRerrorRate          WrongFragment 25 35 -1.692365e-02
## 881           SrvRerrorRate                 Urgent 25 34 -5.442300e-03
## 882           SrvRerrorRate                    Hot 25 33 -3.122734e-02
## 883           SrvRerrorRate         NumFailedLogin 25 32 -2.935259e-02
## 884           SrvRerrorRate               LoggedIn 25 31 -5.692460e-01
## 885           SrvRerrorRate         NumCompromised 25 30 -4.580232e-03
## 886           SrvRerrorRate              RootShell 25 29 -1.467470e-02
## 887           SrvRerrorRate            SuAttempted 25 28 -3.931999e-03
## 888           SrvRerrorRate                NumRoot 25 27 -4.011302e-03
## 889           SrvRerrorRate                NumFile 25 26 -5.154754e-03
## 890           SrvRerrorRate              NumShells 25 25 -6.717495e-03
## 891           SrvRerrorRate         NumAccessFiles 25 24 -2.718431e-02
## 892           SrvRerrorRate            IsHostLogin 25 22 -6.453919e-03
## 893           SrvRerrorRate           IsGuestLogin 25 21 -5.078269e-02
## 894           SrvRerrorRate                  Count 25 20  5.776617e-01
## 895           SrvRerrorRate               SrvCount 25 19 -7.678615e-02
## 896           SrvRerrorRate             SerrorRate 25 18 -1.419429e-01
## 897           SrvRerrorRate          SrvSerrorRate 25 17 -1.591447e-01
## 898           SrvRerrorRate             RerrorRate 25 16  9.864812e-01
## 899           SrvRerrorRate          SrvRerrorRate 25 15  1.000000e+00
## 900           SrvRerrorRate            SameSrvRate 25 14 -7.256263e-01
## 901           SrvRerrorRate            DiffSrvRate 25 13  2.683837e-01
## 902           SrvRerrorRate        SrvDiffHostRate 25 12 -1.290942e-01
## 903           SrvRerrorRate           DstHostCount 25 11  3.684075e-01
## 904           SrvRerrorRate        DstHostSrvCount 25 10 -6.300388e-01
## 905           SrvRerrorRate     DstHostSameSrvRate 25  9 -6.815532e-01
## 906           SrvRerrorRate     DstHostDiffSrvRate 25  8  2.290291e-01
## 907           SrvRerrorRate DstHostSameSrcPortRate 25  7 -1.577288e-01
## 908           SrvRerrorRate DstHostSrvDiffHostRate 25  6 -1.430485e-01
## 909           SrvRerrorRate      DstHostSerrorRate 25  5 -1.406541e-01
## 910           SrvRerrorRate   DstHostSrvSerrorRate 25  4 -1.606869e-01
## 911           SrvRerrorRate      DstHostRerrorRate 25  3  9.467691e-01
## 912           SrvRerrorRate   DstHostSrvRerrorRate 25  2  9.818242e-01
## 913           SrvRerrorRate               IsAttack 25  1  6.538890e-01
## 914             SameSrvRate               Duration 26 39  5.425454e-02
## 915             SameSrvRate               SrcBytes 26 38  8.520797e-03
## 916             SameSrvRate               DstBytes 26 37  5.670679e-02
## 917             SameSrvRate                   Land 26 36  6.899939e-03
## 918             SameSrvRate          WrongFragment 26 35  2.089265e-02
## 919             SameSrvRate                 Urgent 26 34  6.718650e-03
## 920             SameSrvRate                    Hot 26 33  3.923601e-02
## 921             SameSrvRate         NumFailedLogin 26 32  4.964312e-02
## 922             SameSrvRate               LoggedIn 26 31  7.467102e-01
## 923             SameSrvRate         NumCompromised 26 30  5.857251e-03
## 924             SameSrvRate              RootShell 26 29  1.811627e-02
## 925             SameSrvRate            SuAttempted 26 28  4.854147e-03
## 926             SameSrvRate                NumRoot 26 27  4.952048e-03
## 927             SameSrvRate                NumFile 26 26  6.245235e-03
## 928             SameSrvRate              NumShells 26 25  8.292909e-03
## 929             SameSrvRate         NumAccessFiles 26 24  3.321184e-02
## 930             SameSrvRate            IsHostLogin 26 22  6.740077e-03
## 931             SameSrvRate           IsGuestLogin 26 21  5.641258e-02
## 932             SameSrvRate                  Count 26 20 -7.583171e-01
## 933             SameSrvRate               SrvCount 26 19  1.070818e-01
## 934             SameSrvRate             SerrorRate 26 18 -4.378957e-01
## 935             SameSrvRate          SrvSerrorRate 26 17 -4.371970e-01
## 936             SameSrvRate             RerrorRate 26 16 -7.299010e-01
## 937             SameSrvRate          SrvRerrorRate 26 15 -7.256263e-01
## 938             SameSrvRate            SameSrvRate 26 14  1.000000e+00
## 939             SameSrvRate            DiffSrvRate 26 13 -3.858970e-01
## 940             SameSrvRate        SrvDiffHostRate 26 12  2.237411e-01
## 941             SameSrvRate           DstHostCount 26 11 -4.722152e-01
## 942             SameSrvRate        DstHostSrvCount 26 10  8.324072e-01
## 943             SameSrvRate     DstHostSameSrvRate 26  9  8.967699e-01
## 944             SameSrvRate     DstHostDiffSrvRate 26  8 -3.263260e-01
## 945             SameSrvRate DstHostSameSrcPortRate 26  7  1.550289e-01
## 946             SameSrvRate DstHostSrvDiffHostRate 26  6  1.835253e-01
## 947             SameSrvRate      DstHostSerrorRate 26  5 -4.523969e-01
## 948             SameSrvRate   DstHostSrvSerrorRate 26  4 -4.483843e-01
## 949             SameSrvRate      DstHostRerrorRate 26  3 -7.428595e-01
## 950             SameSrvRate   DstHostSrvRerrorRate 26  2 -7.401381e-01
## 951             SameSrvRate               IsAttack 26  1 -7.983562e-01
## 952             DiffSrvRate               Duration 27 39 -1.913374e-02
## 953             DiffSrvRate               SrcBytes 27 38 -3.589710e-03
## 954             DiffSrvRate               DstBytes 27 37 -2.455477e-02
## 955             DiffSrvRate                   Land 27 36 -3.124207e-03
## 956             DiffSrvRate          WrongFragment 27 35 -9.459935e-03
## 957             DiffSrvRate                 Urgent 27 34 -3.042122e-03
## 958             DiffSrvRate                    Hot 27 33 -1.124485e-03
## 959             DiffSrvRate         NumFailedLogin 27 32 -2.160571e-02
## 960             DiffSrvRate               LoggedIn 27 31 -2.883093e-01
## 961             DiffSrvRate         NumCompromised 27 30 -2.577320e-03
## 962             DiffSrvRate              RootShell 27 29 -8.202825e-03
## 963             DiffSrvRate            SuAttempted 27 28 -2.197898e-03
## 964             DiffSrvRate                NumRoot 27 27 -2.242227e-03
## 965             DiffSrvRate                NumFile 27 26 -2.259260e-03
## 966             DiffSrvRate              NumShells 27 25 -3.754927e-03
## 967             DiffSrvRate         NumAccessFiles 27 24 -1.338182e-02
## 968             DiffSrvRate            IsHostLogin 27 22  2.840193e-03
## 969             DiffSrvRate           IsGuestLogin 27 21 -1.759060e-03
## 970             DiffSrvRate                  Count 27 20  2.984537e-01
## 971             DiffSrvRate               SrvCount 27 19 -6.805357e-02
## 972             DiffSrvRate             SerrorRate 27 18  5.924494e-02
## 973             DiffSrvRate          SrvSerrorRate 27 17  7.316949e-02
## 974             DiffSrvRate             RerrorRate 27 16  2.812673e-01
## 975             DiffSrvRate          SrvRerrorRate 27 15  2.683837e-01
## 976             DiffSrvRate            SameSrvRate 27 14 -3.858970e-01
## 977             DiffSrvRate            DiffSrvRate 27 13  1.000000e+00
## 978             DiffSrvRate        SrvDiffHostRate 27 12  7.253239e-02
## 979             DiffSrvRate           DstHostCount 27 11  1.572454e-01
## 980             DiffSrvRate        DstHostSrvCount 27 10 -3.349431e-01
## 981             DiffSrvRate     DstHostSameSrvRate 27  9 -3.580902e-01
## 982             DiffSrvRate     DstHostDiffSrvRate 27  8  6.149680e-01
## 983             DiffSrvRate DstHostSameSrcPortRate 27  7  5.373388e-02
## 984             DiffSrvRate DstHostSrvDiffHostRate 27  6 -5.838959e-02
## 985             DiffSrvRate      DstHostSerrorRate 27  5  6.188234e-02
## 986             DiffSrvRate   DstHostSrvSerrorRate 27  4  7.472808e-02
## 987             DiffSrvRate      DstHostRerrorRate 27  3  2.574634e-01
## 988             DiffSrvRate   DstHostSrvRerrorRate 27  2  2.766763e-01
## 989             DiffSrvRate               IsAttack 27  1  3.059107e-01
## 990         SrvDiffHostRate               Duration 28 39 -2.326520e-02
## 991         SrvDiffHostRate               SrcBytes 28 38 -3.833327e-03
## 992         SrvDiffHostRate               DstBytes 28 37  3.360408e-03
## 993         SrvDiffHostRate                   Land 28 36  3.191116e-02
## 994         SrvDiffHostRate          WrongFragment 28 35  6.893254e-03
## 995         SrvDiffHostRate                 Urgent 28 34 -4.449994e-03
## 996         SrvDiffHostRate                    Hot 28 33 -1.538317e-02
## 997         SrvDiffHostRate         NumFailedLogin 28 32 -3.233263e-02
## 998         SrvDiffHostRate               LoggedIn 28 31  1.666107e-01
## 999         SrvDiffHostRate         NumCompromised 28 30 -3.179537e-03
## 1000        SrvDiffHostRate              RootShell 28 29 -7.609298e-03
## 1001        SrvDiffHostRate            SuAttempted 28 28  1.498865e-03
## 1002        SrvDiffHostRate                NumRoot 28 27 -3.212327e-03
## 1003        SrvDiffHostRate                NumFile 28 26 -1.202717e-03
## 1004        SrvDiffHostRate              NumShells 28 25 -5.492679e-03
## 1005        SrvDiffHostRate         NumAccessFiles 28 24  1.445477e-02
## 1006        SrvDiffHostRate            IsHostLogin 28 22 -5.277162e-03
## 1007        SrvDiffHostRate           IsGuestLogin 28 21 -3.862819e-02
## 1008        SrvDiffHostRate                  Count 28 20 -2.578356e-01
## 1009        SrvDiffHostRate               SrvCount 28 19 -7.529317e-02
## 1010        SrvDiffHostRate             SerrorRate 28 18 -1.183662e-01
## 1011        SrvDiffHostRate          SrvSerrorRate 28 17 -1.184497e-01
## 1012        SrvDiffHostRate             RerrorRate 28 16 -1.280611e-01
## 1013        SrvDiffHostRate          SrvRerrorRate 28 15 -1.290942e-01
## 1014        SrvDiffHostRate            SameSrvRate 28 14  2.237411e-01
## 1015        SrvDiffHostRate            DiffSrvRate 28 13  7.253239e-02
## 1016        SrvDiffHostRate        SrvDiffHostRate 28 12  1.000000e+00
## 1017        SrvDiffHostRate           DstHostCount 28 11 -2.046476e-01
## 1018        SrvDiffHostRate        DstHostSrvCount 28 10  1.247300e-01
## 1019        SrvDiffHostRate     DstHostSameSrvRate 28  9  1.585415e-01
## 1020        SrvDiffHostRate     DstHostDiffSrvRate 28  8 -6.177086e-02
## 1021        SrvDiffHostRate DstHostSameSrcPortRate 28  7  2.392664e-02
## 1022        SrvDiffHostRate DstHostSrvDiffHostRate 28  6  9.770885e-02
## 1023        SrvDiffHostRate      DstHostSerrorRate 28  5 -1.163624e-01
## 1024        SrvDiffHostRate   DstHostSrvSerrorRate 28  4 -1.199349e-01
## 1025        SrvDiffHostRate      DstHostRerrorRate 28  3 -1.508569e-01
## 1026        SrvDiffHostRate   DstHostSrvRerrorRate 28  2 -1.288153e-01
## 1027        SrvDiffHostRate               IsAttack 28  1 -2.053981e-01
## 1028           DstHostCount               Duration 29 39  4.341527e-02
## 1029           DstHostCount               SrcBytes 29 38 -3.905840e-03
## 1030           DstHostCount               DstBytes 29 37 -4.345489e-02
## 1031           DstHostCount                   Land 29 36 -1.213619e-02
## 1032           DstHostCount          WrongFragment 29 35 -1.686439e-02
## 1033           DstHostCount                 Urgent 29 34 -1.255194e-02
## 1034           DstHostCount                    Hot 29 33  1.285795e-04
## 1035           DstHostCount         NumFailedLogin 29 32  3.781579e-02
## 1036           DstHostCount               LoggedIn 29 31 -4.544817e-01
## 1037           DstHostCount         NumCompromised 29 30 -9.650458e-03
## 1038           DstHostCount              RootShell 29 29 -6.738560e-03
## 1039           DstHostCount            SuAttempted 29 28 -6.521201e-03
## 1040           DstHostCount                NumRoot 29 27 -1.083689e-02
## 1041           DstHostCount                NumFile 29 26 -6.754760e-03
## 1042           DstHostCount              NumShells 29 25  2.256934e-04
## 1043           DstHostCount         NumAccessFiles 29 24  6.174971e-03
## 1044           DstHostCount            IsHostLogin 29 22 -1.308376e-02
## 1045           DstHostCount           IsGuestLogin 29 21  9.176152e-03
## 1046           DstHostCount                  Count 29 20  4.408110e-01
## 1047           DstHostCount               SrvCount 29 19  1.109348e-01
## 1048           DstHostCount             SerrorRate 29 18  2.320029e-01
## 1049           DstHostCount          SrvSerrorRate 29 17  2.324470e-01
## 1050           DstHostCount             RerrorRate 29 16  3.715640e-01
## 1051           DstHostCount          SrvRerrorRate 29 15  3.684075e-01
## 1052           DstHostCount            SameSrvRate 29 14 -4.722152e-01
## 1053           DstHostCount            DiffSrvRate 29 13  1.572454e-01
## 1054           DstHostCount        SrvDiffHostRate 29 12 -2.046476e-01
## 1055           DstHostCount           DstHostCount 29 11  1.000000e+00
## 1056           DstHostCount        DstHostSrvCount 29 10 -3.321197e-01
## 1057           DstHostCount     DstHostSameSrvRate 29  9 -4.575797e-01
## 1058           DstHostCount     DstHostDiffSrvRate 29  8  1.514028e-01
## 1059           DstHostCount DstHostSameSrcPortRate 29  7 -2.688852e-01
## 1060           DstHostCount DstHostSrvDiffHostRate 29  6 -3.975315e-01
## 1061           DstHostCount      DstHostSerrorRate 29  5  2.340743e-01
## 1062           DstHostCount   DstHostSrvSerrorRate 29  4  2.337149e-01
## 1063           DstHostCount      DstHostRerrorRate 29  3  3.806096e-01
## 1064           DstHostCount   DstHostSrvRerrorRate 29  2  3.676222e-01
## 1065           DstHostCount               IsAttack 29  1  4.840132e-01
## 1066        DstHostSrvCount               Duration 30 39 -9.964096e-03
## 1067        DstHostSrvCount               SrcBytes 30 38 -9.820165e-03
## 1068        DstHostSrvCount               DstBytes 30 37  4.108590e-02
## 1069        DstHostSrvCount                   Land 30 36 -1.486582e-02
## 1070        DstHostSrvCount          WrongFragment 30 35 -3.330134e-02
## 1071        DstHostSrvCount                 Urgent 30 34 -1.215022e-02
## 1072        DstHostSrvCount                    Hot 30 33 -4.093106e-02
## 1073        DstHostSrvCount         NumFailedLogin 30 32 -1.574095e-02
## 1074        DstHostSrvCount               LoggedIn 30 31  7.795075e-01
## 1075        DstHostSrvCount         NumCompromised 30 30 -9.411162e-03
## 1076        DstHostSrvCount              RootShell 30 29 -1.680751e-02
## 1077        DstHostSrvCount            SuAttempted 30 28 -8.757914e-03
## 1078        DstHostSrvCount                NumRoot 30 27 -1.029182e-02
## 1079        DstHostSrvCount                NumFile 30 26 -1.031570e-02
## 1080        DstHostSrvCount              NumShells 30 25 -1.339377e-02
## 1081        DstHostSrvCount         NumAccessFiles 30 24  7.672542e-03
## 1082        DstHostSrvCount            IsHostLogin 30 22 -1.615714e-02
## 1083        DstHostSrvCount           IsGuestLogin 30 21 -9.815169e-02
## 1084        DstHostSrvCount                  Count 30 20 -5.990733e-01
## 1085        DstHostSrvCount               SrvCount 30 19  1.390196e-01
## 1086        DstHostSrvCount             SerrorRate 30 18 -3.927762e-01
## 1087        DstHostSrvCount          SrvSerrorRate 30 17 -3.908206e-01
## 1088        DstHostSrvCount             RerrorRate 30 16 -6.342358e-01
## 1089        DstHostSrvCount          SrvRerrorRate 30 15 -6.300388e-01
## 1090        DstHostSrvCount            SameSrvRate 30 14  8.324072e-01
## 1091        DstHostSrvCount            DiffSrvRate 30 13 -3.349431e-01
## 1092        DstHostSrvCount        SrvDiffHostRate 30 12  1.247300e-01
## 1093        DstHostSrvCount           DstHostCount 30 11 -3.321197e-01
## 1094        DstHostSrvCount        DstHostSrvCount 30 10  1.000000e+00
## 1095        DstHostSrvCount     DstHostSameSrvRate 30  9  9.387431e-01
## 1096        DstHostSrvCount     DstHostDiffSrvRate 30  8 -4.103377e-01
## 1097        DstHostSrvCount DstHostSameSrcPortRate 30  7  1.279066e-02
## 1098        DstHostSrvCount DstHostSrvDiffHostRate 30  6  4.227945e-02
## 1099        DstHostSrvCount      DstHostSerrorRate 30  5 -4.068779e-01
## 1100        DstHostSrvCount   DstHostSrvSerrorRate 30  4 -4.005345e-01
## 1101        DstHostSrvCount      DstHostRerrorRate 30  3 -6.551405e-01
## 1102        DstHostSrvCount   DstHostSrvRerrorRate 30  2 -6.464673e-01
## 1103        DstHostSrvCount               IsAttack 30  1 -7.801911e-01
## 1104     DstHostSameSrvRate               Duration 31 39 -9.208037e-03
## 1105     DstHostSameSrvRate               SrcBytes 31 38 -4.548945e-03
## 1106     DstHostSameSrvRate               DstBytes 31 37  4.184211e-02
## 1107     DstHostSameSrvRate                   Land 31 36 -2.429287e-03
## 1108     DstHostSameSrvRate          WrongFragment 31 35 -1.254319e-02
## 1109     DstHostSameSrvRate                 Urgent 31 34 -4.805203e-03
## 1110     DstHostSameSrvRate                    Hot 31 33 -3.046410e-02
## 1111     DstHostSameSrvRate         NumFailedLogin 31 32 -1.439010e-02
## 1112     DstHostSameSrvRate               LoggedIn 31 31  7.843585e-01
## 1113     DstHostSameSrvRate         NumCompromised 31 30 -6.413799e-03
## 1114     DstHostSameSrvRate              RootShell 31 29 -1.199469e-02
## 1115     DstHostSameSrvRate            SuAttempted 31 28 -8.018267e-03
## 1116     DstHostSameSrvRate                NumRoot 31 27 -7.128118e-03
## 1117     DstHostSameSrvRate                NumFile 31 26 -9.201564e-03
## 1118     DstHostSameSrvRate              NumShells 31 25 -1.055534e-02
## 1119     DstHostSameSrvRate         NumAccessFiles 31 24  1.181249e-02
## 1120     DstHostSameSrvRate            IsHostLogin 31 22 -7.187538e-03
## 1121     DstHostSameSrvRate           IsGuestLogin 31 21 -7.846146e-02
## 1122     DstHostSameSrvRate                  Count 31 20 -6.550293e-01
## 1123     DstHostSameSrvRate               SrvCount 31 19  1.313576e-01
## 1124     DstHostSameSrvRate             SerrorRate 31 18 -4.239749e-01
## 1125     DstHostSameSrvRate          SrvSerrorRate 31 17 -4.220893e-01
## 1126     DstHostSameSrvRate             RerrorRate 31 16 -6.863160e-01
## 1127     DstHostSameSrvRate          SrvRerrorRate 31 15 -6.815532e-01
## 1128     DstHostSameSrvRate            SameSrvRate 31 14  8.967699e-01
## 1129     DstHostSameSrvRate            DiffSrvRate 31 13 -3.580902e-01
## 1130     DstHostSameSrvRate        SrvDiffHostRate 31 12  1.585415e-01
## 1131     DstHostSameSrvRate           DstHostCount 31 11 -4.575797e-01
## 1132     DstHostSameSrvRate        DstHostSrvCount 31 10  9.387431e-01
## 1133     DstHostSameSrvRate     DstHostSameSrvRate 31  9  1.000000e+00
## 1134     DstHostSameSrvRate     DstHostDiffSrvRate 31  8 -4.229478e-01
## 1135     DstHostSameSrvRate DstHostSameSrcPortRate 31  7  1.312447e-01
## 1136     DstHostSameSrvRate DstHostSrvDiffHostRate 31  6  1.636559e-01
## 1137     DstHostSameSrvRate      DstHostSerrorRate 31  5 -4.386757e-01
## 1138     DstHostSameSrvRate   DstHostSrvSerrorRate 31  4 -4.317063e-01
## 1139     DstHostSameSrvRate      DstHostRerrorRate 31  3 -7.082967e-01
## 1140     DstHostSameSrvRate   DstHostSrvRerrorRate 31  2 -6.980850e-01
## 1141     DstHostSameSrvRate               IsAttack 31  1 -8.046856e-01
## 1142     DstHostDiffSrvRate               Duration 32 39  4.340288e-02
## 1143     DstHostDiffSrvRate               SrcBytes 32 38  1.175988e-03
## 1144     DstHostDiffSrvRate               DstBytes 32 37 -2.436706e-02
## 1145     DstHostDiffSrvRate                   Land 32 36 -1.576874e-03
## 1146     DstHostDiffSrvRate          WrongFragment 32 35  1.280775e-02
## 1147     DstHostDiffSrvRate                 Urgent 32 34  1.144023e-02
## 1148     DstHostDiffSrvRate                    Hot 32 33  3.276115e-02
## 1149     DstHostDiffSrvRate         NumFailedLogin 32 32 -8.994689e-03
## 1150     DstHostDiffSrvRate               LoggedIn 32 31 -3.218939e-01
## 1151     DstHostDiffSrvRate         NumCompromised 32 30  3.032462e-03
## 1152     DstHostDiffSrvRate              RootShell 32 29  1.208045e-02
## 1153     DstHostDiffSrvRate            SuAttempted 32 28  1.178832e-03
## 1154     DstHostDiffSrvRate                NumRoot 32 27  3.304701e-03
## 1155     DstHostDiffSrvRate                NumFile 32 26  8.372459e-03
## 1156     DstHostDiffSrvRate              NumShells 32 25  7.669002e-04
## 1157     DstHostDiffSrvRate         NumAccessFiles 32 24  5.505389e-04
## 1158     DstHostDiffSrvRate            IsHostLogin 32 22  1.936610e-02
## 1159     DstHostDiffSrvRate           IsGuestLogin 32 21  8.278325e-02
## 1160     DstHostDiffSrvRate                  Count 32 20  3.522246e-01
## 1161     DstHostDiffSrvRate               SrvCount 32 19 -7.723383e-02
## 1162     DstHostDiffSrvRate             SerrorRate 32 18  1.222401e-01
## 1163     DstHostDiffSrvRate          SrvSerrorRate 32 17  1.341463e-01
## 1164     DstHostDiffSrvRate             RerrorRate 32 16  2.424159e-01
## 1165     DstHostDiffSrvRate          SrvRerrorRate 32 15  2.290291e-01
## 1166     DstHostDiffSrvRate            SameSrvRate 32 14 -3.263260e-01
## 1167     DstHostDiffSrvRate            DiffSrvRate 32 13  6.149680e-01
## 1168     DstHostDiffSrvRate        SrvDiffHostRate 32 12 -6.177086e-02
## 1169     DstHostDiffSrvRate           DstHostCount 32 11  1.514028e-01
## 1170     DstHostDiffSrvRate        DstHostSrvCount 32 10 -4.103377e-01
## 1171     DstHostDiffSrvRate     DstHostSameSrvRate 32  9 -4.229478e-01
## 1172     DstHostDiffSrvRate     DstHostDiffSrvRate 32  8  1.000000e+00
## 1173     DstHostDiffSrvRate DstHostSameSrcPortRate 32  7  1.430814e-01
## 1174     DstHostDiffSrvRate DstHostSrvDiffHostRate 32  6 -5.067857e-02
## 1175     DstHostDiffSrvRate      DstHostSerrorRate 32  5  1.137463e-01
## 1176     DstHostDiffSrvRate   DstHostSrvSerrorRate 32  4  1.337719e-01
## 1177     DstHostDiffSrvRate      DstHostRerrorRate 32  3  2.882089e-01
## 1178     DstHostDiffSrvRate   DstHostSrvRerrorRate 32  2  2.356994e-01
## 1179     DstHostDiffSrvRate               IsAttack 32  1  3.289550e-01
## 1180 DstHostSameSrcPortRate               Duration 33 39 -1.735303e-02
## 1181 DstHostSameSrcPortRate               SrcBytes 33 38  1.147657e-02
## 1182 DstHostSameSrcPortRate               DstBytes 33 37 -6.356301e-03
## 1183 DstHostSameSrcPortRate                   Land 33 36  2.363920e-02
## 1184 DstHostSameSrcPortRate          WrongFragment 33 35  6.212667e-02
## 1185 DstHostSameSrcPortRate                 Urgent 33 34  4.583047e-03
## 1186 DstHostSameSrcPortRate                    Hot 33 33 -1.178834e-02
## 1187 DstHostSameSrcPortRate         NumFailedLogin 33 32 -2.545887e-02
## 1188 DstHostSameSrcPortRate               LoggedIn 33 31 -1.402389e-01
## 1189 DstHostSameSrcPortRate         NumCompromised 33 30 -5.247522e-04
## 1190 DstHostSameSrcPortRate              RootShell 33 29  1.067270e-03
## 1191 DstHostSameSrcPortRate            SuAttempted 33 28 -1.945406e-03
## 1192 DstHostSameSrcPortRate                NumRoot 33 27  4.389377e-05
## 1193 DstHostSameSrcPortRate                NumFile 33 26 -6.158003e-04
## 1194 DstHostSameSrcPortRate              NumShells 33 25 -3.686093e-04
## 1195 DstHostSameSrcPortRate         NumAccessFiles 33 24 -1.346964e-02
## 1196 DstHostSameSrcPortRate            IsHostLogin 33 22  1.610562e-02
## 1197 DstHostSameSrcPortRate           IsGuestLogin 33 21 -2.607718e-02
## 1198 DstHostSameSrcPortRate                  Count 33 20  5.896185e-02
## 1199 DstHostSameSrcPortRate               SrvCount 33 19  3.965463e-01
## 1200 DstHostSameSrcPortRate             SerrorRate 33 18 -9.626672e-02
## 1201 DstHostSameSrcPortRate          SrvSerrorRate 33 17 -9.616372e-02
## 1202 DstHostSameSrcPortRate             RerrorRate 33 16 -1.594657e-01
## 1203 DstHostSameSrcPortRate          SrvRerrorRate 33 15 -1.577288e-01
## 1204 DstHostSameSrcPortRate            SameSrvRate 33 14  1.550289e-01
## 1205 DstHostSameSrcPortRate            DiffSrvRate 33 13  5.373388e-02
## 1206 DstHostSameSrcPortRate        SrvDiffHostRate 33 12  2.392664e-02
## 1207 DstHostSameSrcPortRate           DstHostCount 33 11 -2.688852e-01
## 1208 DstHostSameSrcPortRate        DstHostSrvCount 33 10  1.279066e-02
## 1209 DstHostSameSrcPortRate     DstHostSameSrvRate 33  9  1.312447e-01
## 1210 DstHostSameSrcPortRate     DstHostDiffSrvRate 33  8  1.430814e-01
## 1211 DstHostSameSrcPortRate DstHostSameSrcPortRate 33  7  1.000000e+00
## 1212 DstHostSameSrcPortRate DstHostSrvDiffHostRate 33  6  2.921454e-01
## 1213 DstHostSameSrcPortRate      DstHostSerrorRate 33  5 -9.602562e-02
## 1214 DstHostSameSrcPortRate   DstHostSrvSerrorRate 33  4 -9.609400e-02
## 1215 DstHostSameSrcPortRate      DstHostRerrorRate 33  3 -1.600720e-01
## 1216 DstHostSameSrcPortRate   DstHostSrvRerrorRate 33  2 -1.578929e-01
## 1217 DstHostSameSrcPortRate               IsAttack 33  1 -8.140553e-03
## 1218 DstHostSrvDiffHostRate               Duration 34 39 -1.425440e-02
## 1219 DstHostSrvDiffHostRate               SrcBytes 34 38  6.490647e-03
## 1220 DstHostSrvDiffHostRate               DstBytes 34 37  2.365986e-02
## 1221 DstHostSrvDiffHostRate                   Land 34 36  9.301786e-02
## 1222 DstHostSrvDiffHostRate          WrongFragment 34 35  6.132752e-02
## 1223 DstHostSrvDiffHostRate                 Urgent 34 34  1.060031e-02
## 1224 DstHostSrvDiffHostRate                    Hot 34 33 -4.446193e-03
## 1225 DstHostSrvDiffHostRate         NumFailedLogin 34 32 -2.036535e-02
## 1226 DstHostSrvDiffHostRate               LoggedIn 34 31  7.011745e-02
## 1227 DstHostSrvDiffHostRate         NumCompromised 34 30 -6.314282e-04
## 1228 DstHostSrvDiffHostRate              RootShell 34 29  1.195895e-02
## 1229 DstHostSrvDiffHostRate            SuAttempted 34 28 -2.062607e-03
## 1230 DstHostSrvDiffHostRate                NumRoot 34 27  7.273442e-04
## 1231 DstHostSrvDiffHostRate                NumFile 34 26  6.763930e-03
## 1232 DstHostSrvDiffHostRate              NumShells 34 25  2.326026e-02
## 1233 DstHostSrvDiffHostRate         NumAccessFiles 34 24  6.995358e-03
## 1234 DstHostSrvDiffHostRate            IsHostLogin 34 22 -3.724123e-03
## 1235 DstHostSrvDiffHostRate           IsGuestLogin 34 21 -2.484360e-02
## 1236 DstHostSrvDiffHostRate                  Count 34 20 -1.762410e-01
## 1237 DstHostSrvDiffHostRate               SrvCount 34 19 -4.569741e-02
## 1238 DstHostSrvDiffHostRate             SerrorRate 34 18 -9.008645e-02
## 1239 DstHostSrvDiffHostRate          SrvSerrorRate 34 17 -9.004272e-02
## 1240 DstHostSrvDiffHostRate             RerrorRate 34 16 -1.451976e-01
## 1241 DstHostSrvDiffHostRate          SrvRerrorRate 34 15 -1.430485e-01
## 1242 DstHostSrvDiffHostRate            SameSrvRate 34 14  1.835253e-01
## 1243 DstHostSrvDiffHostRate            DiffSrvRate 34 13 -5.838959e-02
## 1244 DstHostSrvDiffHostRate        SrvDiffHostRate 34 12  9.770885e-02
## 1245 DstHostSrvDiffHostRate           DstHostCount 34 11 -3.975315e-01
## 1246 DstHostSrvDiffHostRate        DstHostSrvCount 34 10  4.227945e-02
## 1247 DstHostSrvDiffHostRate     DstHostSameSrvRate 34  9  1.636559e-01
## 1248 DstHostSrvDiffHostRate     DstHostDiffSrvRate 34  8 -5.067857e-02
## 1249 DstHostSrvDiffHostRate DstHostSameSrcPortRate 34  7  2.921454e-01
## 1250 DstHostSrvDiffHostRate DstHostSrvDiffHostRate 34  6  1.000000e+00
## 1251 DstHostSrvDiffHostRate      DstHostSerrorRate 34  5 -8.876025e-02
## 1252 DstHostSrvDiffHostRate   DstHostSrvSerrorRate 34  4 -9.018241e-02
## 1253 DstHostSrvDiffHostRate      DstHostRerrorRate 34  3 -1.495644e-01
## 1254 DstHostSrvDiffHostRate   DstHostSrvRerrorRate 34  2 -1.431202e-01
## 1255 DstHostSrvDiffHostRate               IsAttack 34  1 -8.822423e-02
## 1256      DstHostSerrorRate               Duration 35 39  4.976149e-02
## 1257      DstHostSerrorRate               SrcBytes 35 38 -4.434385e-03
## 1258      DstHostSerrorRate               DstBytes 35 37 -2.906165e-02
## 1259      DstHostSerrorRate                   Land 35 36  2.008967e-02
## 1260      DstHostSerrorRate          WrongFragment 35 35 -4.773876e-03
## 1261      DstHostSerrorRate                 Urgent 35 34 -2.367325e-03
## 1262      DstHostSerrorRate                    Hot 35 33 -1.585627e-02
## 1263      DstHostSerrorRate         NumFailedLogin 35 32 -2.544398e-02
## 1264      DstHostSerrorRate               LoggedIn 35 31 -3.922446e-01
## 1265      DstHostSerrorRate         NumCompromised 35 30 -2.526897e-03
## 1266      DstHostSerrorRate              RootShell 35 29 -5.195676e-03
## 1267      DstHostSerrorRate            SuAttempted 35 28 -2.567430e-03
## 1268      DstHostSerrorRate                NumRoot 35 27 -2.380460e-03
## 1269      DstHostSerrorRate                NumFile 35 26 -1.987779e-03
## 1270      DstHostSerrorRate              NumShells 35 25  2.733909e-03
## 1271      DstHostSerrorRate         NumAccessFiles 35 24 -1.610127e-02
## 1272      DstHostSerrorRate            IsHostLogin 35 22 -4.214138e-03
## 1273      DstHostSerrorRate           IsGuestLogin 35 21 -1.573890e-02
## 1274      DstHostSerrorRate                  Count 35 20  3.051544e-01
## 1275      DstHostSerrorRate               SrvCount 35 19 -4.727635e-02
## 1276      DstHostSerrorRate             SerrorRate 35 18  9.665980e-01
## 1277      DstHostSerrorRate          SrvSerrorRate 35 17  9.457686e-01
## 1278      DstHostSerrorRate             RerrorRate 35 16 -1.479510e-01
## 1279      DstHostSerrorRate          SrvRerrorRate 35 15 -1.406541e-01
## 1280      DstHostSerrorRate            SameSrvRate 35 14 -4.523969e-01
## 1281      DstHostSerrorRate            DiffSrvRate 35 13  6.188234e-02
## 1282      DstHostSerrorRate        SrvDiffHostRate 35 12 -1.163624e-01
## 1283      DstHostSerrorRate           DstHostCount 35 11  2.340743e-01
## 1284      DstHostSerrorRate        DstHostSrvCount 35 10 -4.068779e-01
## 1285      DstHostSerrorRate     DstHostSameSrvRate 35  9 -4.386757e-01
## 1286      DstHostSerrorRate     DstHostDiffSrvRate 35  8  1.137463e-01
## 1287      DstHostSerrorRate DstHostSameSrcPortRate 35  7 -9.602562e-02
## 1288      DstHostSerrorRate DstHostSrvDiffHostRate 35  6 -8.876025e-02
## 1289      DstHostSerrorRate      DstHostSerrorRate 35  5  1.000000e+00
## 1290      DstHostSerrorRate   DstHostSrvSerrorRate 35  4  9.702935e-01
## 1291      DstHostSerrorRate      DstHostRerrorRate 35  3 -1.426678e-01
## 1292      DstHostSerrorRate   DstHostSrvRerrorRate 35  2 -1.360722e-01
## 1293      DstHostSerrorRate               IsAttack 35  1  4.252789e-01
## 1294   DstHostSrvSerrorRate               Duration 36 39  5.844939e-02
## 1295   DstHostSrvSerrorRate               SrcBytes 36 38 -4.329128e-03
## 1296   DstHostSrvSerrorRate               DstBytes 36 37 -2.686276e-02
## 1297   DstHostSrvSerrorRate                   Land 36 36  2.739938e-02
## 1298   DstHostSrvSerrorRate          WrongFragment 36 35 -1.092009e-02
## 1299   DstHostSrvSerrorRate                 Urgent 36 34 -3.466025e-03
## 1300   DstHostSrvSerrorRate                    Hot 36 33 -2.085409e-02
## 1301   DstHostSrvSerrorRate         NumFailedLogin 36 32 -2.469069e-02
## 1302   DstHostSrvSerrorRate               LoggedIn 36 31 -3.931390e-01
## 1303   DstHostSrvSerrorRate         NumCompromised 36 30 -2.152520e-03
## 1304   DstHostSrvSerrorRate              RootShell 36 29 -4.894508e-03
## 1305   DstHostSrvSerrorRate            SuAttempted 36 28 -2.537146e-03
## 1306   DstHostSrvSerrorRate                NumRoot 36 27 -2.073343e-03
## 1307   DstHostSrvSerrorRate                NumFile 36 26 -1.353931e-03
## 1308   DstHostSrvSerrorRate              NumShells 36 25  7.455390e-03
## 1309   DstHostSrvSerrorRate         NumAccessFiles 36 24 -1.580055e-02
## 1310   DstHostSrvSerrorRate            IsHostLogin 36 22 -4.164430e-03
## 1311   DstHostSrvSerrorRate           IsGuestLogin 36 21 -3.213812e-02
## 1312   DstHostSrvSerrorRate                  Count 36 20  3.076703e-01
## 1313   DstHostSrvSerrorRate               SrvCount 36 19 -4.701363e-02
## 1314   DstHostSrvSerrorRate             SerrorRate 36 18  9.583626e-01
## 1315   DstHostSrvSerrorRate          SrvSerrorRate 36 17  9.741907e-01
## 1316   DstHostSrvSerrorRate             RerrorRate 36 16 -1.417705e-01
## 1317   DstHostSrvSerrorRate          SrvRerrorRate 36 15 -1.606869e-01
## 1318   DstHostSrvSerrorRate            SameSrvRate 36 14 -4.483843e-01
## 1319   DstHostSrvSerrorRate            DiffSrvRate 36 13  7.472808e-02
## 1320   DstHostSrvSerrorRate        SrvDiffHostRate 36 12 -1.199349e-01
## 1321   DstHostSrvSerrorRate           DstHostCount 36 11  2.337149e-01
## 1322   DstHostSrvSerrorRate        DstHostSrvCount 36 10 -4.005345e-01
## 1323   DstHostSrvSerrorRate     DstHostSameSrvRate 36  9 -4.317063e-01
## 1324   DstHostSrvSerrorRate     DstHostDiffSrvRate 36  8  1.337719e-01
## 1325   DstHostSrvSerrorRate DstHostSameSrcPortRate 36  7 -9.609400e-02
## 1326   DstHostSrvSerrorRate DstHostSrvDiffHostRate 36  6 -9.018241e-02
## 1327   DstHostSrvSerrorRate      DstHostSerrorRate 36  5  9.702935e-01
## 1328   DstHostSrvSerrorRate   DstHostSrvSerrorRate 36  4  1.000000e+00
## 1329   DstHostSrvSerrorRate      DstHostRerrorRate 36  3 -1.294499e-01
## 1330   DstHostSrvSerrorRate   DstHostSrvRerrorRate 36  2 -1.572613e-01
## 1331   DstHostSrvSerrorRate               IsAttack 36  1  4.236031e-01
## 1332      DstHostRerrorRate               Duration 37 39 -1.158519e-02
## 1333      DstHostRerrorRate               SrcBytes 37 38 -5.498156e-03
## 1334      DstHostRerrorRate               DstBytes 37 37 -4.621218e-02
## 1335      DstHostRerrorRate                   Land 37 36 -5.676859e-03
## 1336      DstHostRerrorRate          WrongFragment 37 35 -1.115600e-02
## 1337      DstHostRerrorRate                 Urgent 37 34 -4.648344e-03
## 1338      DstHostRerrorRate                    Hot 37 33 -2.034933e-02
## 1339      DstHostRerrorRate         NumFailedLogin 37 32 -3.756972e-02
## 1340      DstHostRerrorRate               LoggedIn 37 31 -5.864229e-01
## 1341      DstHostRerrorRate         NumCompromised 37 30 -4.482288e-03
## 1342      DstHostRerrorRate              RootShell 37 29 -1.000199e-02
## 1343      DstHostRerrorRate            SuAttempted 37 28 -4.036776e-03
## 1344      DstHostRerrorRate                NumRoot 37 27 -3.927375e-03
## 1345      DstHostRerrorRate                NumFile 37 26 -3.905621e-03
## 1346      DstHostRerrorRate              NumShells 37 25 -4.400205e-03
## 1347      DstHostRerrorRate         NumAccessFiles 37 24 -2.273349e-02
## 1348      DstHostRerrorRate            IsHostLogin 37 22 -6.625899e-03
## 1349      DstHostRerrorRate           IsGuestLogin 37 21 -1.326599e-02
## 1350      DstHostRerrorRate                  Count 37 20  5.999549e-01
## 1351      DstHostRerrorRate               SrvCount 37 19 -7.741460e-02
## 1352      DstHostRerrorRate             SerrorRate 37 18 -1.276429e-01
## 1353      DstHostRerrorRate          SrvSerrorRate 37 17 -1.174081e-01
## 1354      DstHostRerrorRate             RerrorRate 37 16  9.582492e-01
## 1355      DstHostRerrorRate          SrvRerrorRate 37 15  9.467691e-01
## 1356      DstHostRerrorRate            SameSrvRate 37 14 -7.428595e-01
## 1357      DstHostRerrorRate            DiffSrvRate 37 13  2.574634e-01
## 1358      DstHostRerrorRate        SrvDiffHostRate 37 12 -1.508569e-01
## 1359      DstHostRerrorRate           DstHostCount 37 11  3.806096e-01
## 1360      DstHostRerrorRate        DstHostSrvCount 37 10 -6.551405e-01
## 1361      DstHostRerrorRate     DstHostSameSrvRate 37  9 -7.082967e-01
## 1362      DstHostRerrorRate     DstHostDiffSrvRate 37  8  2.882089e-01
## 1363      DstHostRerrorRate DstHostSameSrcPortRate 37  7 -1.600720e-01
## 1364      DstHostRerrorRate DstHostSrvDiffHostRate 37  6 -1.495644e-01
## 1365      DstHostRerrorRate      DstHostSerrorRate 37  5 -1.426678e-01
## 1366      DstHostRerrorRate   DstHostSrvSerrorRate 37  4 -1.294499e-01
## 1367      DstHostRerrorRate      DstHostRerrorRate 37  3  1.000000e+00
## 1368      DstHostRerrorRate   DstHostSrvRerrorRate 37  2  9.625527e-01
## 1369      DstHostRerrorRate               IsAttack 37  1  6.640932e-01
## 1370   DstHostSrvRerrorRate               Duration 38 39 -2.709776e-02
## 1371   DstHostSrvRerrorRate               SrcBytes 38 38 -5.519922e-03
## 1372   DstHostSrvRerrorRate               DstBytes 38 37 -4.537040e-02
## 1373   DstHostSrvRerrorRate                   Land 38 36 -5.590117e-03
## 1374   DstHostSrvRerrorRate          WrongFragment 38 35 -1.692658e-02
## 1375   DstHostSrvRerrorRate                 Urgent 38 34 -4.356155e-04
## 1376   DstHostSrvRerrorRate                    Hot 38 33 -3.195762e-02
## 1377   DstHostSrvRerrorRate         NumFailedLogin 38 32 -3.166394e-02
## 1378   DstHostSrvRerrorRate               LoggedIn 38 31 -5.902757e-01
## 1379   DstHostSrvRerrorRate         NumCompromised 38 30 -4.008106e-03
## 1380   DstHostSrvRerrorRate              RootShell 38 29 -8.708652e-03
## 1381   DstHostSrvRerrorRate            SuAttempted 38 28 -3.932680e-03
## 1382   DstHostSrvRerrorRate                NumRoot 38 27 -3.492887e-03
## 1383   DstHostSrvRerrorRate                NumFile 38 26 -3.536075e-03
## 1384   DstHostSrvRerrorRate              NumShells 38 25 -5.212252e-03
## 1385   DstHostSrvRerrorRate         NumAccessFiles 38 24 -2.532107e-02
## 1386   DstHostSrvRerrorRate            IsHostLogin 38 22 -6.455037e-03
## 1387   DstHostSrvRerrorRate           IsGuestLogin 38 21 -5.015117e-02
## 1388   DstHostSrvRerrorRate                  Count 38 20  5.882756e-01
## 1389   DstHostSrvRerrorRate               SrvCount 38 19 -7.826189e-02
## 1390   DstHostSrvRerrorRate             SerrorRate 38 18 -1.295964e-01
## 1391   DstHostSrvRerrorRate          SrvSerrorRate 38 17 -1.453804e-01
## 1392   DstHostSrvRerrorRate             RerrorRate 38 16  9.715285e-01
## 1393   DstHostSrvRerrorRate          SrvRerrorRate 38 15  9.818242e-01
## 1394   DstHostSrvRerrorRate            SameSrvRate 38 14 -7.401381e-01
## 1395   DstHostSrvRerrorRate            DiffSrvRate 38 13  2.766763e-01
## 1396   DstHostSrvRerrorRate        SrvDiffHostRate 38 12 -1.288153e-01
## 1397   DstHostSrvRerrorRate           DstHostCount 38 11  3.676222e-01
## 1398   DstHostSrvRerrorRate        DstHostSrvCount 38 10 -6.464673e-01
## 1399   DstHostSrvRerrorRate     DstHostSameSrvRate 38  9 -6.980850e-01
## 1400   DstHostSrvRerrorRate     DstHostDiffSrvRate 38  8  2.356994e-01
## 1401   DstHostSrvRerrorRate DstHostSameSrcPortRate 38  7 -1.578929e-01
## 1402   DstHostSrvRerrorRate DstHostSrvDiffHostRate 38  6 -1.431202e-01
## 1403   DstHostSrvRerrorRate      DstHostSerrorRate 38  5 -1.360722e-01
## 1404   DstHostSrvRerrorRate   DstHostSrvSerrorRate 38  4 -1.572613e-01
## 1405   DstHostSrvRerrorRate      DstHostRerrorRate 38  3  9.625527e-01
## 1406   DstHostSrvRerrorRate   DstHostSrvRerrorRate 38  2  1.000000e+00
## 1407   DstHostSrvRerrorRate               IsAttack 38  1  6.536556e-01
## 1408               IsAttack               Duration 39 39  8.971356e-02
## 1409               IsAttack               SrcBytes 39 38  1.257878e-02
## 1410               IsAttack               DstBytes 39 37 -6.465397e-02
## 1411               IsAttack                   Land 39 36  1.378154e-02
## 1412               IsAttack          WrongFragment 39 35 -2.232028e-03
## 1413               IsAttack                 Urgent 39 34  1.341944e-02
## 1414               IsAttack                    Hot 39 33  3.595121e-02
## 1415               IsAttack         NumFailedLogin 39 32  9.603410e-02
## 1416               IsAttack               LoggedIn 39 31 -7.794377e-01
## 1417               IsAttack         NumCompromised 39 30 -1.158605e-03
## 1418               IsAttack              RootShell 39 29  1.264771e-02
## 1419               IsAttack            SuAttempted 39 28 -3.710451e-03
## 1420               IsAttack                NumRoot 39 27 -2.351913e-03
## 1421               IsAttack                NumFile 39 26 -1.463384e-03
## 1422               IsAttack              NumShells 39 25  1.656377e-02
## 1423               IsAttack         NumAccessFiles 39 24 -2.978909e-02
## 1424               IsAttack            IsHostLogin 39 22  1.377457e-02
## 1425               IsAttack           IsGuestLogin 39 21  9.338191e-02
## 1426               IsAttack                  Count 39 20  6.418846e-01
## 1427               IsAttack               SrvCount 39 19 -4.551305e-03
## 1428               IsAttack             SerrorRate 39 18  4.231564e-01
## 1429               IsAttack          SrvSerrorRate 39 17  4.206692e-01
## 1430               IsAttack             RerrorRate 39 16  6.596119e-01
## 1431               IsAttack          SrvRerrorRate 39 15  6.538890e-01
## 1432               IsAttack            SameSrvRate 39 14 -7.983562e-01
## 1433               IsAttack            DiffSrvRate 39 13  3.059107e-01
## 1434               IsAttack        SrvDiffHostRate 39 12 -2.053981e-01
## 1435               IsAttack           DstHostCount 39 11  4.840132e-01
## 1436               IsAttack        DstHostSrvCount 39 10 -7.801911e-01
## 1437               IsAttack     DstHostSameSrvRate 39  9 -8.046856e-01
## 1438               IsAttack     DstHostDiffSrvRate 39  8  3.289550e-01
## 1439               IsAttack DstHostSameSrcPortRate 39  7 -8.140553e-03
## 1440               IsAttack DstHostSrvDiffHostRate 39  6 -8.822423e-02
## 1441               IsAttack      DstHostSerrorRate 39  5  4.252789e-01
## 1442               IsAttack   DstHostSrvSerrorRate 39  4  4.236031e-01
## 1443               IsAttack      DstHostRerrorRate 39  3  6.640932e-01
## 1444               IsAttack   DstHostSrvRerrorRate 39  2  6.536556e-01
## 1445               IsAttack               IsAttack 39  1  1.000000e+00
## 
## $arg
## $arg$type
## [1] "full"

Exploration of the training dataset

ncols <- ncol(data)
if(ncols != nfeatures){
    cat(paste("the number of cols on the trainig dataset,", ncols, 
              "does not match the expected number of features", nfeatures, "."))
    readingdataOK <- FALSE
}
if(readingdataOK)
{
    respvarAttack <- data[, 42]
    respvarAttackcat <- data[, 43]
    respvarIsAttack <- data[, 44]
    for(i in 1:ncols) {
        df <- data.frame(data[ , i], data$Attack, data$AttackCat, data$IsAttack)
        colnames(df) <- c(features[i,1], 'Attack', 'AttackCat', 'IsAttack')
        minval <- min(df[ , 1])
        maxval <- max(df[ , 1])
        cat(paste('----------------------------\nDetails of feature', i, '[', features[i,1], ']:\n'), fill = TRUE)
        cat(paste('   Data type:', features[i, 2]), fill = TRUE)
        cat(paste('   Statistical type:', features[i, 3]), fill = TRUE)
        cat(paste('   Field Description:', features[i, 4], '\n'), fill = TRUE)
        nmissingvals <- sum(is.na(df[ , 1])) # 'is.finite()' function is used to identify non-NA and non-NaN values
        cat(paste('   Number of Missing values:', nmissingvals, '\n\n'), fill = TRUE)
        if(minval == maxval){ 
            print('Both minimum and maximum values are the same!')            
        }else {
            cat(paste('   Value Minimum:[', minval, '], Value Maximum:[', maxval, ']'), fill = TRUE)
            if (features[i, 3] == 'symbolic'){
                values <- levels(factor(df[ , 1])) # Getting the values
                values.dis <- data.frame(table(df[ , 1])) # Getting values distribution
                colnames(values.dis)[1] <- "Vals"
                colnames(values.dis)[2] <- "Freq"
                nvals <- nrow(values.dis)
                values.dis <- values.dis[order(values.dis$Freq, decreasing=TRUE),]
                if(nvals >= 30){
                    print(values.dis[1:30,], row.names = FALSE)
                    cat(paste("\n... [", (nvals-30), "more]" ), fill = TRUE)
                    barplot(values.dis$Freq[1:15], names.arg = values.dis$Vals[1:15], 
                            xlab = "Values", ylab = "Occurrences", main = features[i,1])
                }else{
                    print(values.dis, row.names = FALSE)
                    barplot(values.dis$Freq, names.arg = values.dis$Vals, 
                            xlab = "Values", ylab = "Occurrences", main = features[i,1])
                }
            }else{
                colmean <- mean(df[ , 1])
                stdev <- sd(df[ , 1])
                if(stdev == 0){
                    print('   Standard Deviation is 0 for the feauture.')
                }else{
                    interquartile <- IQR(df[ , 1])
                    cat(paste('   Interquartile difference:[', interquartile, ']'), fill = TRUE)
                    if(interquartile == 0){print('      Requires looking for skewness.')}
                    
                    corr_matrix <- cor(select_if(df, is.numeric)) 
                    print(corr_matrix)
                    plot <- corrplot(corr_matrix, method = 'number') # colorful number
                    print(plot)

                    print(str(df[ , 1]))
                    colsummary <- summary(df[ , 1]) 
                    print(colsummary)
                    hist(df[ , 1])
                }
            }
            if( i < 42){
                cat(paste('Scatter plot for', features[i,1], 'vs. Attack:'), fill = TRUE)
                plot <- ggplot(data = df) + geom_point(mapping = aes(x = df[ , 1], y = Attack))
                print(plot)
                cat(paste('Scatter plot for', features[i,1], 'vs. Attack Categories:'), fill = TRUE)
                plot <- ggplot(data = df) + geom_point(mapping = aes(x = df[ , 1], y = AttackCat))
                print(plot)
                cat(paste('Scatter plot for', features[i,1], 'vs. Is Attack Indicator:'), fill = TRUE)
                plot <- ggplot(data = df) + geom_point(mapping = aes(x = df[ , 1], y = IsAttack))
                print(plot)
            }
        }
    }
}
## ----------------------------
## Details of feature 1 [ Duration ]:
## 
##    Data type: int
##    Statistical type: continuous
##    Field Description: The duration of the connection in seconds. It represents the length of time the connection lasted. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 57715 ]
##    Interquartile difference:[ 0 ]
## [1] "      Requires looking for skewness."
##            Duration   IsAttack
## Duration 1.00000000 0.08971356
## IsAttack 0.08971356 1.00000000

## $corr
##            Duration   IsAttack
## Duration 1.00000000 0.08971356
## IsAttack 0.08971356 1.00000000
## 
## $corrPos
##      xName    yName x y       corr
## 1 Duration Duration 1 2 1.00000000
## 2 Duration IsAttack 1 1 0.08971356
## 3 IsAttack Duration 2 2 0.08971356
## 4 IsAttack IsAttack 2 1 1.00000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  int [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
##     0.00     0.00     0.00    70.76     0.00 57715.00

## Scatter plot for Duration vs. Attack:

## Scatter plot for Duration vs. Attack Categories:

## Scatter plot for Duration vs. Is Attack Indicator:
## ----------------------------
## Details of feature 2 [ ProtocolType ]:
## 
##    Data type: chr
##    Statistical type: symbolic
##    Field Description: The protocol type of the network connection, such as TCP, UDP, ICMP, etc. It indicates the communication protocol used in the connection. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ icmp ], Value Maximum:[ udp ]
##  Vals  Freq
##   tcp 71124
##   udp  4692
##  icmp  1475

## Scatter plot for ProtocolType vs. Attack:

## Scatter plot for ProtocolType vs. Attack Categories:

## Scatter plot for ProtocolType vs. Is Attack Indicator:
## ----------------------------
## Details of feature 3 [ Service ]:
## 
##    Data type: chr
##    Statistical type: symbolic
##    Field Description: The specific service or application associated with the network connection, such as http, ftp, smtp, etc. It represents the service or application layer protocol running on top of the network protocol. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ auth ], Value Maximum:[ Z39_50 ]
##        Vals  Freq
##        http 40350
##     private 19291
##        smtp  3574
##    domain_u  2622
##      telnet  1792
##    ftp_data  1637
##       pop_3  1135
##       ecr_i  1110
##       other  1038
##         ftp   818
##       imap4   331
##       eco_i   300
##      finger   291
##      sunrpc   193
##        auth   148
##        time    78
##        echo    69
##      domain    68
##         bgp    66
##        link    66
##      gopher    65
##     netstat    65
##  remote_job    65
##  netbios_ns    64
##         ctf    63
##    iso_tsap    62
##        nntp    62
##       ntp_u    62
##        uucp    62
##        exec    61
## 
## ... [ 35 more]

## Scatter plot for Service vs. Attack:

## Scatter plot for Service vs. Attack Categories:

## Scatter plot for Service vs. Is Attack Indicator:
## ----------------------------
## Details of feature 4 [ Flag ]:
## 
##    Data type: chr
##    Statistical type: symbolic
##    Field Description: Represents the status of the connection, indicating whether it is normal or if specific flags are set in the network packets. It provides information about the connection status, such as whether it is established, closed, or has certain flags set. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ OTH ], Value Maximum:[ SH ]
##    Vals  Freq
##      SF 53624
##     REJ 13988
##      S0  7172
##    RSTO  1380
##    RSTR   718
##      S3   274
##      SH    80
##      S1    27
##      S2    22
##     OTH     4
##  RSTOS0     2

## Scatter plot for Flag vs. Attack:

## Scatter plot for Flag vs. Attack Categories:

## Scatter plot for Flag vs. Is Attack Indicator:
## ----------------------------
## Details of feature 5 [ SrcBytes ]:
## 
##    Data type: int
##    Statistical type: continuous
##    Field Description: The number of data bytes transferred from source to destination. They indicate the amount of data transferred between the source and destination hosts. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 62825648 ]
##    Interquartile difference:[ 296 ]
##            SrcBytes   IsAttack
## SrcBytes 1.00000000 0.01257878
## IsAttack 0.01257878 1.00000000

## $corr
##            SrcBytes   IsAttack
## SrcBytes 1.00000000 0.01257878
## IsAttack 0.01257878 1.00000000
## 
## $corrPos
##      xName    yName x y       corr
## 1 SrcBytes SrcBytes 1 2 1.00000000
## 2 SrcBytes IsAttack 1 1 0.01257878
## 3 IsAttack SrcBytes 2 2 0.01257878
## 4 IsAttack IsAttack 2 1 1.00000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  int [1:77291] 105 105 105 105 29 105 223 230 105 105 ...
## NULL
##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
##        0        0      211     3428      296 62825648

## Scatter plot for SrcBytes vs. Attack:

## Scatter plot for SrcBytes vs. Attack Categories:

## Scatter plot for SrcBytes vs. Is Attack Indicator:
## ----------------------------
## Details of feature 6 [ DstBytes ]:
## 
##    Data type: int
##    Statistical type: continuous
##    Field Description: The number of data bytes transferred from destination to source. They indicate the amount of data transferred between the destination and source hosts. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 5203179 ]
##    Interquartile difference:[ 1774 ]
##             DstBytes    IsAttack
## DstBytes  1.00000000 -0.06465397
## IsAttack -0.06465397  1.00000000

## $corr
##             DstBytes    IsAttack
## DstBytes  1.00000000 -0.06465397
## IsAttack -0.06465397  1.00000000
## 
## $corrPos
##      xName    yName x y        corr
## 1 DstBytes DstBytes 1 2  1.00000000
## 2 DstBytes IsAttack 1 1 -0.06465397
## 3 IsAttack DstBytes 2 2 -0.06465397
## 4 IsAttack IsAttack 2 1  1.00000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  int [1:77291] 146 146 146 146 0 146 185 260 146 146 ...
## NULL
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##       0       0     321    2871    1774 5203179

## Scatter plot for DstBytes vs. Attack:

## Scatter plot for DstBytes vs. Attack Categories:

## Scatter plot for DstBytes vs. Is Attack Indicator:
## ----------------------------
## Details of feature 7 [ Land ]:
## 
##    Data type: int
##    Statistical type: symbolic
##    Field Description: Indicates whether the connection is from/to the same host/port (land attack). It is a binary field that indicates if the connection is a "land" attack, where the source and destination IP addresses and ports are the same. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 1 ]
##  Vals  Freq
##     0 77282
##     1     9

## Scatter plot for Land vs. Attack:

## Scatter plot for Land vs. Attack Categories:

## Scatter plot for Land vs. Is Attack Indicator:
## ----------------------------
## Details of feature 8 [ WrongFragment ]:
## 
##    Data type: int
##    Statistical type: continuous
##    Field Description: The number of wrong fragments received or sent. It represents the count of improperly formed or malformed IP fragments. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 3 ]
##    Interquartile difference:[ 0 ]
## [1] "      Requires looking for skewness."
##               WrongFragment     IsAttack
## WrongFragment   1.000000000 -0.002232028
## IsAttack       -0.002232028  1.000000000

## $corr
##               WrongFragment     IsAttack
## WrongFragment   1.000000000 -0.002232028
## IsAttack       -0.002232028  1.000000000
## 
## $corrPos
##           xName         yName x y         corr
## 1 WrongFragment WrongFragment 1 2  1.000000000
## 2 WrongFragment      IsAttack 1 1 -0.002232028
## 3      IsAttack WrongFragment 2 2 -0.002232028
## 4      IsAttack      IsAttack 2 1  1.000000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  int [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
## 0.000000 0.000000 0.000000 0.002536 0.000000 3.000000

## Scatter plot for WrongFragment vs. Attack:

## Scatter plot for WrongFragment vs. Attack Categories:

## Scatter plot for WrongFragment vs. Is Attack Indicator:
## ----------------------------
## Details of feature 9 [ Urgent ]:
## 
##    Data type: int
##    Statistical type: symbolic
##    Field Description: The number of urgent packets. It indicates the number of packets with the urgent bit set. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 3 ]
##  Vals  Freq
##     0 77281
##     1     5
##     2     4
##     3     1

## Scatter plot for Urgent vs. Attack:

## Scatter plot for Urgent vs. Attack Categories:

## Scatter plot for Urgent vs. Is Attack Indicator:
## ----------------------------
## Details of feature 10 [ Hot ]:
## 
##    Data type: int
##    Statistical type: continuous
##    Field Description: Indicates whether the login belongs to a "hot" list, which is a list of hosts that are considered potentially vulnerable or suspicious. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 101 ]
##    Interquartile difference:[ 0 ]
## [1] "      Requires looking for skewness."
##                 Hot   IsAttack
## Hot      1.00000000 0.03595121
## IsAttack 0.03595121 1.00000000

## $corr
##                 Hot   IsAttack
## Hot      1.00000000 0.03595121
## IsAttack 0.03595121 1.00000000
## 
## $corrPos
##      xName    yName x y       corr
## 1      Hot      Hot 1 2 1.00000000
## 2      Hot IsAttack 1 1 0.03595121
## 3 IsAttack      Hot 2 2 0.03595121
## 4 IsAttack IsAttack 2 1 1.00000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  int [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
##      Min.   1st Qu.    Median      Mean   3rd Qu.      Max. 
##   0.00000   0.00000   0.00000   0.04011   0.00000 101.00000

## Scatter plot for Hot vs. Attack:

## Scatter plot for Hot vs. Attack Categories:

## Scatter plot for Hot vs. Is Attack Indicator:
## ----------------------------
## Details of feature 11 [ NumFailedLogin ]:
## 
##    Data type: int
##    Statistical type: symbolic
##    Field Description: The number of failed login attempts. It represents the count of failed login attempts in the session. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 4 ]
##  Vals  Freq
##     0 76797
##     1   488
##     3     3
##     4     2
##     2     1

## Scatter plot for NumFailedLogin vs. Attack:

## Scatter plot for NumFailedLogin vs. Attack Categories:

## Scatter plot for NumFailedLogin vs. Is Attack Indicator:
## ----------------------------
## Details of feature 12 [ LoggedIn ]:
## 
##    Data type: int
##    Statistical type: symbolic
##    Field Description: Indicates whether the login was successfully performed. It is a binary field that indicates if the login was successful or not. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 1 ]
##  Vals  Freq
##     1 45214
##     0 32077

## Scatter plot for LoggedIn vs. Attack:

## Scatter plot for LoggedIn vs. Attack Categories:

## Scatter plot for LoggedIn vs. Is Attack Indicator:
## ----------------------------
## Details of feature 13 [ NumCompromised ]:
## 
##    Data type: int
##    Statistical type: continuous
##    Field Description: The number of compromised conditions. It represents the count of compromised conditions in the session. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 796 ]
##    Interquartile difference:[ 0 ]
## [1] "      Requires looking for skewness."
##                NumCompromised     IsAttack
## NumCompromised    1.000000000 -0.001158605
## IsAttack         -0.001158605  1.000000000

## $corr
##                NumCompromised     IsAttack
## NumCompromised    1.000000000 -0.001158605
## IsAttack         -0.001158605  1.000000000
## 
## $corrPos
##            xName          yName x y         corr
## 1 NumCompromised NumCompromised 1 2  1.000000000
## 2 NumCompromised       IsAttack 1 1 -0.001158605
## 3       IsAttack NumCompromised 2 2 -0.001158605
## 4       IsAttack       IsAttack 2 1  1.000000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  int [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
##   0.0000   0.0000   0.0000   0.0361   0.0000 796.0000

## Scatter plot for NumCompromised vs. Attack:

## Scatter plot for NumCompromised vs. Attack Categories:

## Scatter plot for NumCompromised vs. Is Attack Indicator:
## ----------------------------
## Details of feature 14 [ RootShell ]:
## 
##    Data type: int
##    Statistical type: symbolic
##    Field Description: Indicates whether the root shell was obtained. It is a binary field that indicates if the root shell was obtained in the session. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 1 ]
##  Vals  Freq
##     0 77229
##     1    62

## Scatter plot for RootShell vs. Attack:

## Scatter plot for RootShell vs. Attack Categories:

## Scatter plot for RootShell vs. Is Attack Indicator:
## ----------------------------
## Details of feature 15 [ SuAttempted ]:
## 
##    Data type: int
##    Statistical type: symbolic
##    Field Description: Indicates whether the su command was attempted. It is a binary field that indicates if the su command was attempted in the session. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 2 ]
##  Vals  Freq
##     0 77286
##     1     3
##     2     2

## Scatter plot for SuAttempted vs. Attack:

## Scatter plot for SuAttempted vs. Attack Categories:

## Scatter plot for SuAttempted vs. Is Attack Indicator:
## ----------------------------
## Details of feature 16 [ NumRoot ]:
## 
##    Data type: int
##    Statistical type: continuous
##    Field Description: The number of root accesses. It represents the count of root accesses in the session. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 878 ]
##    Interquartile difference:[ 0 ]
## [1] "      Requires looking for skewness."
##               NumRoot     IsAttack
## NumRoot   1.000000000 -0.002351913
## IsAttack -0.002351913  1.000000000

## $corr
##               NumRoot     IsAttack
## NumRoot   1.000000000 -0.002351913
## IsAttack -0.002351913  1.000000000
## 
## $corrPos
##      xName    yName x y         corr
## 1  NumRoot  NumRoot 1 2  1.000000000
## 2  NumRoot IsAttack 1 1 -0.002351913
## 3 IsAttack  NumRoot 2 2 -0.002351913
## 4 IsAttack IsAttack 2 1  1.000000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  int [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
##   0.0000   0.0000   0.0000   0.0336   0.0000 878.0000

## Scatter plot for NumRoot vs. Attack:

## Scatter plot for NumRoot vs. Attack Categories:

## Scatter plot for NumRoot vs. Is Attack Indicator:
## ----------------------------
## Details of feature 17 [ NumFile ]:
## 
##    Data type: int
##    Statistical type: continuous
##    Field Description: The number of file creations. It represents the count of file creations in the session. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 100 ]
##    Interquartile difference:[ 0 ]
## [1] "      Requires looking for skewness."
##               NumFile     IsAttack
## NumFile   1.000000000 -0.001463384
## IsAttack -0.001463384  1.000000000

## $corr
##               NumFile     IsAttack
## NumFile   1.000000000 -0.001463384
## IsAttack -0.001463384  1.000000000
## 
## $corrPos
##      xName    yName x y         corr
## 1  NumFile  NumFile 1 2  1.000000000
## 2  NumFile IsAttack 1 1 -0.001463384
## 3 IsAttack  NumFile 2 2 -0.001463384
## 4 IsAttack IsAttack 2 1  1.000000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  int [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
## 0.00e+00 0.00e+00 0.00e+00 3.86e-03 0.00e+00 1.00e+02

## Scatter plot for NumFile vs. Attack:

## Scatter plot for NumFile vs. Attack Categories:

## Scatter plot for NumFile vs. Is Attack Indicator:
## ----------------------------
## Details of feature 18 [ NumShells ]:
## 
##    Data type: int
##    Statistical type: symbolic
##    Field Description: The number of shell prompts. It represents the count of shell prompts in the session. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 5 ]
##  Vals  Freq
##     0 77272
##     1    15
##     2     3
##     5     1

## Scatter plot for NumShells vs. Attack:

## Scatter plot for NumShells vs. Attack Categories:

## Scatter plot for NumShells vs. Is Attack Indicator:
## ----------------------------
## Details of feature 19 [ NumAccessFiles ]:
## 
##    Data type: int
##    Statistical type: symbolic
##    Field Description: The number of access control files. It represents the count of access control files in the session. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 4 ]
##  Vals  Freq
##     0 77063
##     1   220
##     2     6
##     3     1
##     4     1

## Scatter plot for NumAccessFiles vs. Attack:

## Scatter plot for NumAccessFiles vs. Attack Categories:

## Scatter plot for NumAccessFiles vs. Is Attack Indicator:
## ----------------------------
## Details of feature 20 [ NumOutboundCmds ]:
## 
##    Data type: int
##    Statistical type: continuous
##    Field Description: The number of outbound commands. It represents the count of outbound commands in the session. 
## 
##    Number of Missing values: 0 
## 
## 
## [1] "Both minimum and maximum values are the same!"
## ----------------------------
## Details of feature 21 [ IsHostLogin ]:
## 
##    Data type: int
##    Statistical type: symbolic
##    Field Description: Indicates whether the login is a host login, which is a login attempt where the source of the login is a host machine, as opposed to a user login where the source is a specific user. It has a value of 1 if the login is a host login and 0 otherwise. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 1 ]
##  Vals  Freq
##     0 77279
##     1    12

## Scatter plot for IsHostLogin vs. Attack:

## Scatter plot for IsHostLogin vs. Attack Categories:

## Scatter plot for IsHostLogin vs. Is Attack Indicator:
## ----------------------------
## Details of feature 22 [ IsGuestLogin ]:
## 
##    Data type: int
##    Statistical type: symbolic
##    Field Description: Indicates if the login is a guest login. It is a binary field that indicates if the login is a guest login. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 1 ]
##  Vals  Freq
##     0 76555
##     1   736

## Scatter plot for IsGuestLogin vs. Attack:

## Scatter plot for IsGuestLogin vs. Attack Categories:

## Scatter plot for IsGuestLogin vs. Is Attack Indicator:
## ----------------------------
## Details of feature 23 [ Count ]:
## 
##    Data type: int
##    Statistical type: continuous
##    Field Description: Represents the number of connections to the same host in the past two seconds. It indicates the count of connections to the same destination host within a specific time window. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 511 ]
##    Interquartile difference:[ 117 ]
##              Count  IsAttack
## Count    1.0000000 0.6418846
## IsAttack 0.6418846 1.0000000

## $corr
##              Count  IsAttack
## Count    1.0000000 0.6418846
## IsAttack 0.6418846 1.0000000
## 
## $corrPos
##      xName    yName x y      corr
## 1    Count    Count 1 2 1.0000000
## 2    Count IsAttack 1 1 0.6418846
## 3 IsAttack    Count 2 2 0.6418846
## 4 IsAttack IsAttack 2 1 1.0000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  int [1:77291] 1 2 2 2 2 1 4 1 1 2 ...
## NULL
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00    2.00   10.00   68.09  119.00  511.00

## Scatter plot for Count vs. Attack:

## Scatter plot for Count vs. Attack Categories:

## Scatter plot for Count vs. Is Attack Indicator:
## ----------------------------
## Details of feature 24 [ SrvCount ]:
## 
##    Data type: int
##    Statistical type: continuous
##    Field Description: The number of connections to the same service in the past two seconds. It represents the count of connections to the same service within a specific time window. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 511 ]
##    Interquartile difference:[ 13 ]
##              SrvCount     IsAttack
## SrvCount  1.000000000 -0.004551305
## IsAttack -0.004551305  1.000000000

## $corr
##              SrvCount     IsAttack
## SrvCount  1.000000000 -0.004551305
## IsAttack -0.004551305  1.000000000
## 
## $corrPos
##      xName    yName x y         corr
## 1 SrvCount SrvCount 1 2  1.000000000
## 2 SrvCount IsAttack 1 1 -0.004551305
## 3 IsAttack SrvCount 2 2 -0.004551305
## 4 IsAttack IsAttack 2 1  1.000000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  int [1:77291] 1 2 2 2 1 1 4 19 1 2 ...
## NULL
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00    3.00    8.00   18.34   16.00  511.00

## Scatter plot for SrvCount vs. Attack:

## Scatter plot for SrvCount vs. Attack Categories:

## Scatter plot for SrvCount vs. Is Attack Indicator:
## ----------------------------
## Details of feature 25 [ SerrorRate ]:
## 
##    Data type: num
##    Statistical type: continuous
##    Field Description: The percentage of connections that have SYN errors. It is the ratio of connections with SYN errors to the total number of connections. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 1 ]
##    Interquartile difference:[ 0 ]
## [1] "      Requires looking for skewness."
##            SerrorRate  IsAttack
## SerrorRate  1.0000000 0.4231564
## IsAttack    0.4231564 1.0000000

## $corr
##            SerrorRate  IsAttack
## SerrorRate  1.0000000 0.4231564
## IsAttack    0.4231564 1.0000000
## 
## $corrPos
##        xName      yName x y      corr
## 1 SerrorRate SerrorRate 1 2 1.0000000
## 2 SerrorRate   IsAttack 1 1 0.4231564
## 3   IsAttack SerrorRate 2 2 0.4231564
## 4   IsAttack   IsAttack 2 1 1.0000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  num [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
## 0.00000 0.00000 0.00000 0.09723 0.00000 1.00000

## Scatter plot for SerrorRate vs. Attack:

## Scatter plot for SerrorRate vs. Attack Categories:

## Scatter plot for SerrorRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 26 [ SrvSerrorRate ]:
## 
##    Data type: num
##    Statistical type: continuous
##    Field Description: The percentage of connections to the same service that have SYN errors. It is the ratio of connections with SYN errors to the total number of connections to the same service. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 1 ]
##    Interquartile difference:[ 0 ]
## [1] "      Requires looking for skewness."
##               SrvSerrorRate  IsAttack
## SrvSerrorRate     1.0000000 0.4206692
## IsAttack          0.4206692 1.0000000

## $corr
##               SrvSerrorRate  IsAttack
## SrvSerrorRate     1.0000000 0.4206692
## IsAttack          0.4206692 1.0000000
## 
## $corrPos
##           xName         yName x y      corr
## 1 SrvSerrorRate SrvSerrorRate 1 2 1.0000000
## 2 SrvSerrorRate      IsAttack 1 1 0.4206692
## 3      IsAttack SrvSerrorRate 2 2 0.4206692
## 4      IsAttack      IsAttack 2 1 1.0000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  num [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  0.0000  0.0000  0.0000  0.0977  0.0000  1.0000

## Scatter plot for SrvSerrorRate vs. Attack:

## Scatter plot for SrvSerrorRate vs. Attack Categories:

## Scatter plot for SrvSerrorRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 27 [ RerrorRate ]:
## 
##    Data type: num
##    Statistical type: continuous
##    Field Description: The percentage of connections that have REJ errors. It is the ratio of connections with REJ errors to the total number of connections. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 1 ]
##    Interquartile difference:[ 0 ]
## [1] "      Requires looking for skewness."
##            RerrorRate  IsAttack
## RerrorRate  1.0000000 0.6596119
## IsAttack    0.6596119 1.0000000

## $corr
##            RerrorRate  IsAttack
## RerrorRate  1.0000000 0.6596119
## IsAttack    0.6596119 1.0000000
## 
## $corrPos
##        xName      yName x y      corr
## 1 RerrorRate RerrorRate 1 2 1.0000000
## 2 RerrorRate   IsAttack 1 1 0.6596119
## 3   IsAttack RerrorRate 2 2 0.6596119
## 4   IsAttack   IsAttack 2 1 1.0000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  num [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  0.0000  0.0000  0.0000  0.2094  0.0000  1.0000

## Scatter plot for RerrorRate vs. Attack:

## Scatter plot for RerrorRate vs. Attack Categories:

## Scatter plot for RerrorRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 28 [ SrvRerrorRate ]:
## 
##    Data type: num
##    Statistical type: continuous
##    Field Description: The percentage of connections to the same service that have REJ errors. It is the ratio of connections with REJ errors to the total number of connections to the same service. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 1 ]
##    Interquartile difference:[ 0 ]
## [1] "      Requires looking for skewness."
##               SrvRerrorRate IsAttack
## SrvRerrorRate      1.000000 0.653889
## IsAttack           0.653889 1.000000

## $corr
##               SrvRerrorRate IsAttack
## SrvRerrorRate      1.000000 0.653889
## IsAttack           0.653889 1.000000
## 
## $corrPos
##           xName         yName x y     corr
## 1 SrvRerrorRate SrvRerrorRate 1 2 1.000000
## 2 SrvRerrorRate      IsAttack 1 1 0.653889
## 3      IsAttack SrvRerrorRate 2 2 0.653889
## 4      IsAttack      IsAttack 2 1 1.000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  num [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  0.0000  0.0000  0.0000  0.2085  0.0000  1.0000

## Scatter plot for SrvRerrorRate vs. Attack:

## Scatter plot for SrvRerrorRate vs. Attack Categories:

## Scatter plot for SrvRerrorRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 29 [ SameSrvRate ]:
## 
##    Data type: num
##    Statistical type: continuous
##    Field Description: The percentage of connections to the same service. It represents the ratio of connections to the same service to the total number of connections. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 1 ]
##    Interquartile difference:[ 0.88 ]
##             SameSrvRate   IsAttack
## SameSrvRate   1.0000000 -0.7983562
## IsAttack     -0.7983562  1.0000000

## $corr
##             SameSrvRate   IsAttack
## SameSrvRate   1.0000000 -0.7983562
## IsAttack     -0.7983562  1.0000000
## 
## $corrPos
##         xName       yName x y       corr
## 1 SameSrvRate SameSrvRate 1 2  1.0000000
## 2 SameSrvRate    IsAttack 1 1 -0.7983562
## 3    IsAttack SameSrvRate 2 2 -0.7983562
## 4    IsAttack    IsAttack 2 1  1.0000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  num [1:77291] 1 1 1 1 0.5 1 1 1 1 1 ...
## NULL
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  0.0000  0.1200  1.0000  0.7295  1.0000  1.0000

## Scatter plot for SameSrvRate vs. Attack:

## Scatter plot for SameSrvRate vs. Attack Categories:

## Scatter plot for SameSrvRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 30 [ DiffSrvRate ]:
## 
##    Data type: num
##    Statistical type: continuous
##    Field Description: The percentage of connections to different services. It indicates the ratio of connections to different services to the total number of connections. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 1 ]
##    Interquartile difference:[ 0.06 ]
##             DiffSrvRate  IsAttack
## DiffSrvRate   1.0000000 0.3059107
## IsAttack      0.3059107 1.0000000

## $corr
##             DiffSrvRate  IsAttack
## DiffSrvRate   1.0000000 0.3059107
## IsAttack      0.3059107 1.0000000
## 
## $corrPos
##         xName       yName x y      corr
## 1 DiffSrvRate DiffSrvRate 1 2 1.0000000
## 2 DiffSrvRate    IsAttack 1 1 0.3059107
## 3    IsAttack DiffSrvRate 2 2 0.3059107
## 4    IsAttack    IsAttack 2 1 1.0000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  num [1:77291] 0 0 0 0 1 0 0 0 0 0 ...
## NULL
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
## 0.00000 0.00000 0.00000 0.04663 0.06000 1.00000

## Scatter plot for DiffSrvRate vs. Attack:

## Scatter plot for DiffSrvRate vs. Attack Categories:

## Scatter plot for DiffSrvRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 31 [ SrvDiffHostRate ]:
## 
##    Data type: num
##    Statistical type: continuous
##    Field Description: The percentage of connections to different hosts for the same service. It is the ratio of connections to different hosts for the same service to the total number of connections to the same service. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 1 ]
##    Interquartile difference:[ 0.08 ]
##                 SrvDiffHostRate   IsAttack
## SrvDiffHostRate       1.0000000 -0.2053981
## IsAttack             -0.2053981  1.0000000

## $corr
##                 SrvDiffHostRate   IsAttack
## SrvDiffHostRate       1.0000000 -0.2053981
## IsAttack             -0.2053981  1.0000000
## 
## $corrPos
##             xName           yName x y       corr
## 1 SrvDiffHostRate SrvDiffHostRate 1 2  1.0000000
## 2 SrvDiffHostRate        IsAttack 1 1 -0.2053981
## 3        IsAttack SrvDiffHostRate 2 2 -0.2053981
## 4        IsAttack        IsAttack 2 1  1.0000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  num [1:77291] 0 0 0 0 0 0 0 0.11 0 0 ...
## NULL
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
## 0.00000 0.00000 0.00000 0.09743 0.08000 1.00000

## Scatter plot for SrvDiffHostRate vs. Attack:

## Scatter plot for SrvDiffHostRate vs. Attack Categories:

## Scatter plot for SrvDiffHostRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 32 [ DstHostCount ]:
## 
##    Data type: int
##    Statistical type: continuous
##    Field Description: The number of connections to the same destination host. It represents the count of connections to the same destination host. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 255 ]
##    Interquartile difference:[ 184 ]
##              DstHostCount  IsAttack
## DstHostCount    1.0000000 0.4840132
## IsAttack        0.4840132 1.0000000

## $corr
##              DstHostCount  IsAttack
## DstHostCount    1.0000000 0.4840132
## IsAttack        0.4840132 1.0000000
## 
## $corrPos
##          xName        yName x y      corr
## 1 DstHostCount DstHostCount 1 2 1.0000000
## 2 DstHostCount     IsAttack 1 1 0.4840132
## 3     IsAttack DstHostCount 2 2 0.4840132
## 4     IsAttack     IsAttack 2 1 1.0000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  int [1:77291] 255 255 255 255 10 255 71 3 255 255 ...
## NULL
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##     0.0    71.0   255.0   178.4   255.0   255.0

## Scatter plot for DstHostCount vs. Attack:

## Scatter plot for DstHostCount vs. Attack Categories:

## Scatter plot for DstHostCount vs. Is Attack Indicator:
## ----------------------------
## Details of feature 33 [ DstHostSrvCount ]:
## 
##    Data type: int
##    Statistical type: continuous
##    Field Description: The number of connections to the same service on the destination host. It indicates the count of connections to the same service on the destination host. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 255 ]
##    Interquartile difference:[ 239 ]
##                 DstHostSrvCount   IsAttack
## DstHostSrvCount       1.0000000 -0.7801911
## IsAttack             -0.7801911  1.0000000

## $corr
##                 DstHostSrvCount   IsAttack
## DstHostSrvCount       1.0000000 -0.7801911
## IsAttack             -0.7801911  1.0000000
## 
## $corrPos
##             xName           yName x y       corr
## 1 DstHostSrvCount DstHostSrvCount 1 2  1.0000000
## 2 DstHostSrvCount        IsAttack 1 1 -0.7801911
## 3        IsAttack DstHostSrvCount 2 2 -0.7801911
## 4        IsAttack        IsAttack 2 1  1.0000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  int [1:77291] 254 254 254 255 3 253 255 255 254 252 ...
## NULL
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##     0.0    16.0   250.0   158.3   255.0   255.0

## Scatter plot for DstHostSrvCount vs. Attack:

## Scatter plot for DstHostSrvCount vs. Attack Categories:

## Scatter plot for DstHostSrvCount vs. Is Attack Indicator:
## ----------------------------
## Details of feature 34 [ DstHostSameSrvRate ]:
## 
##    Data type: num
##    Statistical type: continuous
##    Field Description: The percentage of connections to the same service on the destination host. It is the ratio of connections to the same service on the destination host to the total number of connections to the destination host. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 1 ]
##    Interquartile difference:[ 0.93 ]
##                    DstHostSameSrvRate   IsAttack
## DstHostSameSrvRate          1.0000000 -0.8046856
## IsAttack                   -0.8046856  1.0000000

## $corr
##                    DstHostSameSrvRate   IsAttack
## DstHostSameSrvRate          1.0000000 -0.8046856
## IsAttack                   -0.8046856  1.0000000
## 
## $corrPos
##                xName              yName x y       corr
## 1 DstHostSameSrvRate DstHostSameSrvRate 1 2  1.0000000
## 2 DstHostSameSrvRate           IsAttack 1 1 -0.8046856
## 3           IsAttack DstHostSameSrvRate 2 2 -0.8046856
## 4           IsAttack           IsAttack 2 1  1.0000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  num [1:77291] 1 1 1 1 0.3 0.99 1 1 1 0.99 ...
## NULL
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  0.0000  0.0700  1.0000  0.6607  1.0000  1.0000

## Scatter plot for DstHostSameSrvRate vs. Attack:

## Scatter plot for DstHostSameSrvRate vs. Attack Categories:

## Scatter plot for DstHostSameSrvRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 35 [ DstHostDiffSrvRate ]:
## 
##    Data type: num
##    Statistical type: continuous
##    Field Description: The percentage of connections to different services on the destination host. It represents the ratio of connections to different services on the destination host to the total number of connections to the destination host. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 1 ]
##    Interquartile difference:[ 0.06 ]
##                    DstHostDiffSrvRate IsAttack
## DstHostDiffSrvRate           1.000000 0.328955
## IsAttack                     0.328955 1.000000

## $corr
##                    DstHostDiffSrvRate IsAttack
## DstHostDiffSrvRate           1.000000 0.328955
## IsAttack                     0.328955 1.000000
## 
## $corrPos
##                xName              yName x y     corr
## 1 DstHostDiffSrvRate DstHostDiffSrvRate 1 2 1.000000
## 2 DstHostDiffSrvRate           IsAttack 1 1 0.328955
## 3           IsAttack DstHostDiffSrvRate 2 2 0.328955
## 4           IsAttack           IsAttack 2 1 1.000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  num [1:77291] 0.01 0.01 0.01 0 0.3 0.01 0 0 0.01 0.01 ...
## NULL
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
## 0.00000 0.00000 0.00000 0.04629 0.06000 1.00000

## Scatter plot for DstHostDiffSrvRate vs. Attack:

## Scatter plot for DstHostDiffSrvRate vs. Attack Categories:

## Scatter plot for DstHostDiffSrvRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 36 [ DstHostSameSrcPortRate ]:
## 
##    Data type: num
##    Statistical type: continuous
##    Field Description: The percentage of connections from the same source port to the destination host. It is the ratio of connections from the same source port to the destination host to the total number of connections to the destination host. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 1 ]
##    Interquartile difference:[ 0.02 ]
##                        DstHostSameSrcPortRate     IsAttack
## DstHostSameSrcPortRate            1.000000000 -0.008140553
## IsAttack                         -0.008140553  1.000000000

## $corr
##                        DstHostSameSrcPortRate     IsAttack
## DstHostSameSrcPortRate            1.000000000 -0.008140553
## IsAttack                         -0.008140553  1.000000000
## 
## $corrPos
##                    xName                  yName x y         corr
## 1 DstHostSameSrcPortRate DstHostSameSrcPortRate 1 2  1.000000000
## 2 DstHostSameSrcPortRate               IsAttack 1 1 -0.008140553
## 3               IsAttack DstHostSameSrcPortRate 2 2 -0.008140553
## 4               IsAttack               IsAttack 2 1  1.000000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  num [1:77291] 0 0 0.01 0.01 0.3 0 0.01 0.33 0.01 0 ...
## NULL
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
## 0.00000 0.00000 0.00000 0.07667 0.02000 1.00000

## Scatter plot for DstHostSameSrcPortRate vs. Attack:

## Scatter plot for DstHostSameSrcPortRate vs. Attack Categories:

## Scatter plot for DstHostSameSrcPortRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 37 [ DstHostSrvDiffHostRate ]:
## 
##    Data type: num
##    Statistical type: continuous
##    Field Description: The percentage of connections to the same service on different hosts. It indicates the ratio of connections to the same service on different hosts to the total number of connections to the same service. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 1 ]
##    Interquartile difference:[ 0.02 ]
##                        DstHostSrvDiffHostRate    IsAttack
## DstHostSrvDiffHostRate             1.00000000 -0.08822423
## IsAttack                          -0.08822423  1.00000000

## $corr
##                        DstHostSrvDiffHostRate    IsAttack
## DstHostSrvDiffHostRate             1.00000000 -0.08822423
## IsAttack                          -0.08822423  1.00000000
## 
## $corrPos
##                    xName                  yName x y        corr
## 1 DstHostSrvDiffHostRate DstHostSrvDiffHostRate 1 2  1.00000000
## 2 DstHostSrvDiffHostRate               IsAttack 1 1 -0.08822423
## 3               IsAttack DstHostSrvDiffHostRate 2 2 -0.08822423
## 4               IsAttack               IsAttack 2 1  1.00000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  num [1:77291] 0 0 0 0 0 0 0.01 0.07 0 0 ...
## NULL
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
## 0.00000 0.00000 0.00000 0.01571 0.02000 1.00000

## Scatter plot for DstHostSrvDiffHostRate vs. Attack:

## Scatter plot for DstHostSrvDiffHostRate vs. Attack Categories:

## Scatter plot for DstHostSrvDiffHostRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 38 [ DstHostSerrorRate ]:
## 
##    Data type: num
##    Statistical type: continuous
##    Field Description: The percentage of connections to the destination host that have SYN errors. It represents the ratio of connections with SYN errors to the total number of connections to the destination host. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 1 ]
##    Interquartile difference:[ 0 ]
## [1] "      Requires looking for skewness."
##                   DstHostSerrorRate  IsAttack
## DstHostSerrorRate         1.0000000 0.4252789
## IsAttack                  0.4252789 1.0000000

## $corr
##                   DstHostSerrorRate  IsAttack
## DstHostSerrorRate         1.0000000 0.4252789
## IsAttack                  0.4252789 1.0000000
## 
## $corrPos
##               xName             yName x y      corr
## 1 DstHostSerrorRate DstHostSerrorRate 1 2 1.0000000
## 2 DstHostSerrorRate          IsAttack 1 1 0.4252789
## 3          IsAttack DstHostSerrorRate 2 2 0.4252789
## 4          IsAttack          IsAttack 2 1 1.0000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  num [1:77291] 0 0 0 0 0 0 0 0.33 0 0 ...
## NULL
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
## 0.00000 0.00000 0.00000 0.09549 0.00000 1.00000

## Scatter plot for DstHostSerrorRate vs. Attack:

## Scatter plot for DstHostSerrorRate vs. Attack Categories:

## Scatter plot for DstHostSerrorRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 39 [ DstHostSrvSerrorRate ]:
## 
##    Data type: num
##    Statistical type: continuous
##    Field Description: The percentage of connections to the same service on the destination host that have SYN errors. It is the ratio of connections with SYN errors to the total number of connections to the same service on the destination host. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 1 ]
##    Interquartile difference:[ 0 ]
## [1] "      Requires looking for skewness."
##                      DstHostSrvSerrorRate  IsAttack
## DstHostSrvSerrorRate            1.0000000 0.4236031
## IsAttack                        0.4236031 1.0000000

## $corr
##                      DstHostSrvSerrorRate  IsAttack
## DstHostSrvSerrorRate            1.0000000 0.4236031
## IsAttack                        0.4236031 1.0000000
## 
## $corrPos
##                  xName                yName x y      corr
## 1 DstHostSrvSerrorRate DstHostSrvSerrorRate 1 2 1.0000000
## 2 DstHostSrvSerrorRate             IsAttack 1 1 0.4236031
## 3             IsAttack DstHostSrvSerrorRate 2 2 0.4236031
## 4             IsAttack             IsAttack 2 1 1.0000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  num [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
## 0.00000 0.00000 0.00000 0.09615 0.00000 1.00000

## Scatter plot for DstHostSrvSerrorRate vs. Attack:

## Scatter plot for DstHostSrvSerrorRate vs. Attack Categories:

## Scatter plot for DstHostSrvSerrorRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 40 [ DstHostRerrorRate ]:
## 
##    Data type: num
##    Statistical type: continuous
##    Field Description: The percentage of connections to the destination host that have REJ errors. It represents the ratio of connections with REJ errors to the total number of connections to the destination host. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 1 ]
##    Interquartile difference:[ 0.04 ]
##                   DstHostRerrorRate  IsAttack
## DstHostRerrorRate         1.0000000 0.6640932
## IsAttack                  0.6640932 1.0000000

## $corr
##                   DstHostRerrorRate  IsAttack
## DstHostRerrorRate         1.0000000 0.6640932
## IsAttack                  0.6640932 1.0000000
## 
## $corrPos
##               xName             yName x y      corr
## 1 DstHostRerrorRate DstHostRerrorRate 1 2 1.0000000
## 2 DstHostRerrorRate          IsAttack 1 1 0.6640932
## 3          IsAttack DstHostRerrorRate 2 2 0.6640932
## 4          IsAttack          IsAttack 2 1 1.0000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  num [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  0.0000  0.0000  0.0000  0.2083  0.0400  1.0000

## Scatter plot for DstHostRerrorRate vs. Attack:

## Scatter plot for DstHostRerrorRate vs. Attack Categories:

## Scatter plot for DstHostRerrorRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 41 [ DstHostSrvRerrorRate ]:
## 
##    Data type: num
##    Statistical type: continuous
##    Field Description: The percentage of connections to the same service on the destination host that have REJ errors. It represents the ratio of connections with REJ errors to the total number of connections to the same service on the destination host. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 1 ]
##    Interquartile difference:[ 0 ]
## [1] "      Requires looking for skewness."
##                      DstHostSrvRerrorRate  IsAttack
## DstHostSrvRerrorRate            1.0000000 0.6536556
## IsAttack                        0.6536556 1.0000000

## $corr
##                      DstHostSrvRerrorRate  IsAttack
## DstHostSrvRerrorRate            1.0000000 0.6536556
## IsAttack                        0.6536556 1.0000000
## 
## $corrPos
##                  xName                yName x y      corr
## 1 DstHostSrvRerrorRate DstHostSrvRerrorRate 1 2 1.0000000
## 2 DstHostSrvRerrorRate             IsAttack 1 1 0.6536556
## 3             IsAttack DstHostSrvRerrorRate 2 2 0.6536556
## 4             IsAttack             IsAttack 2 1 1.0000000
## 
## $arg
## $arg$type
## [1] "full"
## 
## 
##  num [1:77291] 0 0 0 0 0 0 0 0 0 0 ...
## NULL
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  0.0000  0.0000  0.0000  0.2058  0.0000  1.0000

## Scatter plot for DstHostSrvRerrorRate vs. Attack:

## Scatter plot for DstHostSrvRerrorRate vs. Attack Categories:

## Scatter plot for DstHostSrvRerrorRate vs. Is Attack Indicator:
## ----------------------------
## Details of feature 42 [ Attack ]:
## 
##    Data type: chr
##    Statistical type: symbolic
##    Field Description: Response variable with a value for each type of attack and the value normal. when no attack was suffered for the case. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ apache2. ], Value Maximum:[ xterm. ]
##              Vals  Freq
##           normal. 47913
##          neptune. 20332
##     guess_passwd.  1302
##            mscan.  1049
##      warezmaster.  1002
##            smurf.   936
##            satan.   860
##          apache2.   794
##     processtable.   744
##             back.   386
##            saint.   364
##        snmpguess.   359
##         mailbomb.   308
##    snmpgetattack.   179
##        portsweep.   174
##          ipsweep.   155
##       httptunnel.   145
##             nmap.    80
##              pod.    45
##  buffer_overflow.    22
##         multihop.    18
##            named.    17
##               ps.    16
##         sendmail.    15
##          rootkit.    13
##            xterm.    13
##         teardrop.    12
##             land.     9
##            xlock.     9
##           xsnoop.     4
## 
## ... [ 8 more]

## ----------------------------
## Details of feature 43 [ AttackCat ]:
## 
##    Data type: chr
##    Statistical type: symbolic
##    Field Description: Response variable with a value for each category of attack and the value normal. when no attack was suffered for the case. 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ dos ], Value Maximum:[ unknown ]
##     Vals  Freq
##   normal 47913
##      dos 21720
##  unknown  4022
##      r2l  2328
##    probe  1269
##      u2r    39

## ----------------------------
## Details of feature 44 [ IsAttack ]:
## 
##    Data type: boolean
##    Statistical type: symbolic
##    Field Description: Response variable with the value '1' when the case suffered an attack and '0' when not, also corresponding to when the Attack feature equals "normal.". 
## 
##    Number of Missing values: 0 
## 
## 
##    Value Minimum:[ 0 ], Value Maximum:[ 1 ]
##  Vals  Freq
##     0 47913
##     1 29378